- โ
- โ
to read (pdf)
- I don't want your PRs anymore
- JitterDropper | OALABS Research
- DomainTools Investigations | DPRK Malware Modularity: Diversity and Functional Specialization
- EXHIB: A Benchmark for Realistic and Diverse Evaluation of Function Similarity in the Wild
- Neobrutalism components - Start making neobrutalism layouts today
- June 17, 2026
-
๐ gchq/CyberChef v11.2.0 release
See the CHANGELOG and commit messages for details.
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๐ pydantic/pydantic-ai-harness v0.4.0 (2026-06-17) release
What's Changed
- feat: add FileSystem and Shell capabilities by @strawgate in #260
- feat(logfire): add ManagedPrompt capability by @dmontagu in #257
- feat: add Planning capability with cache-safe plan reminders (experimental) by @strawgate in #266
- feat: add SubAgents capability for task delegation (experimental) by @strawgate in #267
- Add
StepPersistencecapability for step-event durability across delegates (experimental) by @dsfaccini in #251 -
Add experimental compaction menu:
SummarizingCompaction,ClearToolResults,DeduplicateFileReads,TieredCompactionby @DouweM in
#191 -
feat(compaction): add
ClampOversizedMessagesfor runaway generations (experimental) by @dsfaccini in #286 - feat(experimental): OverflowingToolOutput capability for oversized tool returns by @dsfaccini in #290
- feat(subagents): per-delegate run controls (usage limits, timeout, call budget, soft-failure) (experimental) by @dsfaccini in #283
- feat(shell): control subprocess environment to stop secret inheritance by @dsfaccini in #284
- Add host-backed OS and filesystem access to CodeMode sandbox by @adtyavrdhn in #262
- Add CodeMode
dynamic_catalogflag for cache-stable tool disclosure by @DouweM in #243 - ci: add pydantic-ai v2 beta early-warning job and make code_mode v1/v2 compatible by @adtyavrdhn in #291
New Contributors
- @strawgate made their first contribution in #260
- @gblackadder made their first contribution in #228
Full Changelog :
v0.3.0...v0.4.0 -
๐ obra/superpowers v6.0.2 release
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๐ r/reverseengineering Reverse engineering "encrypted" kids VTech walkie talkie rss
submitted by /u/sillysillysoftware
[link] [comments]
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- June 16, 2026
-
๐ IDA Plugin Updates IDA Plugin Updates on 2026-06-16 rss
IDA Plugin Updates on 2026-06-16
Activity:
-
๐ earendil-works/pi v0.79.6 release
Fixed
- Fixed HTTP dispatcher configuration to preserve a caller's deliberate
fetchoverride instead of reinstalling the undici global fetch over it. - Fixed inherited OpenCode Go DeepSeek V4 thinking-off requests to send the provider's
thinking: { type: "disabled" }compatibility parameter.
- Fixed HTTP dispatcher configuration to preserve a caller's deliberate
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๐ r/reverseengineering wit keeps claims tied to the thing that proves them rss
submitted by /u/zboralski
[link] [comments] -
๐ r/reverseengineering VAXD - lightweight PE EXE/DLL disassembler and patch-assistance tool for Windows rss
submitted by /u/Bicurico
[link] [comments] -
๐ earendil-works/pi v0.79.5 release
New Features
- Provider-scoped API key environments -
auth.jsonAPI key entries can now includeenvoverrides for provider-specific Cloudflare, Azure OpenAI, Google Vertex, Amazon Bedrock, cache retention, and proxy settings without changing the project shell. See Auth File. - Global HTTP proxy setting - Configure
httpProxyonce in global settings to applyHTTP_PROXYandHTTPS_PROXYto Pi-managed HTTP clients. See Network. - Vercel AI Gateway attribution - Vercel AI Gateway requests now include Pi attribution headers by default. See API Keys.
Added
- Added Vercel AI Gateway request attribution headers (
http-refererandx-title) for Vercel AI Gateway models (#5798 by @rwachtler). - Added an
xpfooter marker when experimental features are enabled. - Added a global
httpProxysetting that applies asHTTP_PROXYandHTTPS_PROXYfor Pi-managed HTTP clients (#5790). - Added
auth.jsonAPI keyenvvalues so provider-specific environment overrides can be scoped to Pi and propagated to inherited provider configuration (#5728).
Changed
- Updated the vendored Markdown parser used by HTML session exports to
marked18.0.5.
Fixed
- Fixed inherited OpenAI Responses streaming to tolerate null message content from OpenAI-compatible servers before tool calls (#5819).
- Fixed inherited OpenCode DeepSeek V4 thinking requests to avoid sending both
thinkingandreasoning_effort(#5818). - Fixed device-code login to stop opening the browser automatically.
- Fixed inherited editor Cursor Up handling so non-empty drafts jump to the start of the line before browsing input history (#5789 by @4h9fbZ).
- Fixed inherited Z.AI GLM-5.2 thinking requests to send
reasoning_effortwith the provider'shigh/maxeffort mapping (#5770). - Fixed successful
pi updateon Windows to exit naturally instead of callingprocess.exit(0), avoiding a Node.js/libuv assertion after version-check network requests (#5805). - Fixed inherited Google and
google-vertexGemini model metadata to maplatestaliases to the current models, add Gemini 3.5 Flash for Vertex, correct Gemini 2.5 Flash Vertex cache pricing, and remove shut-down Vertex preview models (#5761). - Fixed the session selector to stay open and show the all-sessions empty state when both current-folder and all-scope session lists are empty (#5747).
- Fixed inherited Moonshot AI China model metadata to include Kimi K2.7 Code, and omitted unsupported thinking-off payloads for Kimi K2.7 Code models (#5760).
- Provider-scoped API key environments -
-
๐ 3Blue1Brown (YouTube) 100 random chords, how many intersections? rss
Part of a series of monthly puzzles done in collaboration with MoMath.
-
๐ obra/superpowers v6.0.0 release
v6.0.0 (2026-06-16)
Superpowers 6.0 is a big release. The headline is a rewrite of how
subagent- driven-developmentreviews each task โ cheaper, stricter, and harder to game.While these numbers won't hold on every harness and for every workload, in our evals, Claude Code and Codex produce similar high-quality results roughly twice as fast and while spending almost 50% fewer tokens.
It also adds three new harnesses (Kimi Code, Pi, and Antigravity), gives the brainstorming visual companion a better security model, and rewrites a number of skills' tool calls to be significantly more vendor-neutral.
Visible Changes
- The two per-task reviewer prompts became one.
spec-reviewer-prompt.mdandcode-quality-reviewer-prompt.mdare gone, replaced by a singletask-reviewer-prompt.md. If you dispatch the old files directly, switch to the new one. - The legacy global worktree directory is gone.
using-git-worktreesandfinishing-a-development-branchno longer use~/.config/superpowers/worktrees/. Worktrees now land in the project โ an existing.worktrees/orworktrees/if you have one, otherwise a fresh.worktrees/โ unless you say otherwise.
New Harness Support
Superpowers now runs on three more harnesses. Each ships its own bootstrap, a tool-mapping reference, and tests, and each gets its own install section in the README.
- Kimi Code โ a plugin manifest, install docs, and manifest tests; install from Kimi's marketplace or straight from the repo. (initial manifest by @qer)
- Pi โ a session-start extension that registers the skills and injects the
using-superpowersbootstrap. Pi has native skills, so it needs no compatibility shim. - Antigravity (
agy) โ installs the plugin directly and bootstraps from the first message; verified end-to-end against the standard "make a react todo list" acceptance test.
Subagent-Driven Development
A long run of cost-and-quality experiments on real projects reshaped how the controller reviews each task. The old flow ran two reviewers per task and leaned on the controller's judgment for model choice and severity, and both turned out to be expensive and easy to game. The new flow runs one reviewer per task, hands work off as files instead of pasted text, and takes several judgment calls away from the controller.
- One reviewer per task, two verdicts. A single
task-reviewer-prompt.mdreads the task's diff once and returns both a spec-compliance verdict and a quality verdict, so one fix pass clears both. A new "can't verify from the diff" verdict flags requirements that live in untouched code, for the controller to check itself. (#1538, #1543) - One broad review at the end. The run finishes with a single whole-branch review on the most capable model, instead of re-reviewing everything task by task.
- Plans get a pre-flight read. Before the first task, the controller checks the plan for internal conflicts โ and for anything the plan asks for that a reviewer would flag as a defect โ and raises it all at once, rather than stumbling into it mid-run.
- Diffs and task text move as files. A pasted diff parks itself permanently in the most expensive context, and a reviewer without one rebuilds it by hand โ the single biggest reviewer cost. Two new scripts,
task-briefandreview-package, write the task text and the review diff to files for the subagent to read. - Every dispatch states its model. Left to choose, controllers stopped naming a model at all โ and an unnamed model quietly inherits the session's most expensive one, so one run put all 26 of its reviewers on the top tier. The templates now require a model, with guidance that reaches for cheaper tiers when the work allows.
- The controller can't tell a reviewer what to ignore. Real runs caught controllers coaching reviewers to skip a finding or call it "Minor at most," and the flaw shipped. Suppressing findings and pre-rating severity are now banned outright, and a defect the plan itself mandates gets reported for you to decide on rather than waved through.
- Reviewers are read-only and skeptical of rationales. Review no longer touches the working tree or branch โ a reviewer running
git checkouthad been orphaning later commits โ and an implementer's "I left this unabstracted on purpose" no longer talks a reviewer out of a real finding. - Stronger evidence and reporting. Reviewers back each answer with a file and line, the implementer's report moves to a file and carries red/green evidence when TDD applies, and a progress ledger lets a controller that loses its context resume instead of redoing finished work. (#994)
Writing Plans
Plans now carry the structure the controller and reviewers used to re-derive on every dispatch.
- A Global Constraints block lists the rules that bind every task โ version floors, dependency limits, naming and copy, exact values โ copied in verbatim, so they actually reach the implementers and reviewers downstream.
- A per-task Interfaces block names exactly what each task consumes and produces, so an implementer who sees only its own task still knows its neighbors' contracts.
- Right-sizing guidance keeps a task at the size that earns its own test cycle and a reviewer's pass, folding setup, config, and docs into the task that needs them. In testing, a plan written this way needed one round of fixes where the control needed two to four โ and the control shipped a real bug.
Brainstorming Visual Companion
The visual companion is a small web server the agent opens alongside the conversation. It had no authentication at all, so on a shared or remote machine anyone who could reach the port could read your brainstorm โ or inject events the agent treats as your input. This release gives it a real security model and makes it survive restarts and dropped connections.
- A per-session key now guards everything. The agent's URL carries a one-time key, the browser tucks it into a tab-scoped cookie, and every request and WebSocket connection has to present it. This closes the door to stray local tabs and routable remote hosts alike, including the DNS-rebinding case an origin allowlist can't catch. (Closes #1014)
- The file server stays in its sandbox. It refuses symlinks, dotfiles, and any path that climbs out of the content directory, ignores macOS resource-fork files, and sends the usual no-store and deny-framing headers. Files that hold the session key are written owner-only.
- The companion is offered only when it helps. The skill raises it the first time a question would read better shown than told, as its own message, and lets a decline stand. Accepting opens your browser to the first screen. (Closes #755)
- It survives restarts and flaky connections. Given a project directory, the server keeps the same port and key across restarts, so an open tab simply reconnects. The page reconnects on its own, shows a live status pill, and raises a "paused" overlay while the server is down.
- Longer idle life, safer shutdown. The idle timeout went from 30 minutes to 4 hours, and
stop-server.shnow confirms it owns the right process before signaling, so it never kills an unrelatednodeafter a reboot. (#1703) - Windows launch hardening โ consolidated shell detection, and Windows now relies on the idle timeout for shutdown, since Node can't track POSIX process ownership across MSYS2.
Existing Harness Updates
- Codex now bootstraps through its own SessionStart hook rather than shared wiring, and the Codex App gained an install section and fuller tool docs (web search,
AGENTS.md, personal skills). (#1540) - OpenCode got an action-based tool mapping across its plugin, install doc, and README, plus a bootstrap-caching test.
- Cursor 's manifest dropped its
agentsandcommandsentries, since those directories no longer exist.
One Set of Skills, Every Harness
The skills used to speak Claude Code's dialect โ "use the Task tool," "put it in CLAUDE.md." This release rewrites that vocabulary in terms of what you're actually doing ("dispatch a subagent," "your instructions file") and adds a per-harness reference that maps each action to the right tool, checked against each runtime. Prose that named "Claude" now says "your agent."
- A tool reference per harness at
skills/using-superpowers/references/, covering Claude Code, Codex, Copilot, Gemini, Pi, and Antigravity. finishing-a-development-branchwent forge-neutral โ it no longer hardcodesgh pr create, so agents push with whatever forge tooling they have. (#1609)- One rename: "Claude Search Optimization" is now "Skill Discovery Optimization," since the technique isn't Claude-specific.
Writing Skills
Two additions for skill authors.
- Match the Form to the Failure โ a short table for picking the right kind of guidance. A flat "don't do X" works for discipline slips but backfires when the problem is the shape of an output, where a worked example does better. The table, and a tighter scope on the existing rationalization section, steer authors to the form that actually helps.
- Micro-Test Wording โ a cheap way to check a phrasing before committing to it: sample it a handful of times against a no-guidance control and read every result by hand, treating run-to-run variance as a warning sign.
Testing
Skill-behavior testing moved out of
tests/into a newevals/submodule built on "drill," which runs real Claude Code, Codex, and Gemini sessions and judges them with an LLM. Several in-tree bash suites retired once a stricter drill scenario covered them; the few with no equivalent stayed. From here on,tests/holds plugin-code tests andevals/holds skill-behavior tests, anddocs/testing.mdexplains the split. New backends reach Antigravity, Pi, and more models, and new shell-lint and pre-commit checks guard the harness. (#1541)Bug Fixes
- systematic-debugging no longer forces every session into extended thinking. One bullet held the exact keyword Claude Code scans for, quietly tripping the switch on every session that loaded the skill. A hyphen breaks the keyword; the text still reads. (#1283, by @nick Galatis)
- The Windows SessionStart hook stopped printing a write error every session โ each
printfnow routes throughcatto absorb the broken pipe, and the output is otherwise unchanged. (#1612, reported by @silvertakana) - Windows foreground mode tracks the right process and clears its owner PID on MSYS2. (by @nestorluiscamachopaz)
- The
using-superpowersbootstrap no longer lists "debugging" as a skill that doesn't exist. (reported by @mhat) - The TDD skill links the testing anti-patterns reference. (#1532, #1529; link fix #1474 by @stable Genius)
using-git-worktreesfixes its step numbering and drops stale Cursor references. (#1522, and by @fuleinist)- The Codex review skill swaps a private in-joke for plain guidance. (#1531)
Documentation & Contributor Guidelines
- A guide to porting Superpowers to a new harness (
docs/porting-to-a-new-harness.md) lays out the three pieces every integration needs and the one rule that makes or breaks it: load the bootstrap at session start. - Every PR and issue now discloses how it was made โ model, harness, version, and installed plugins, or a note that it was written by hand. We weigh a contribution differently depending on what produced it. PRs also target
dev, notmain. The PR template, all three issue templates, and a new platform-support template carry this.
Contributors
Thanks to @mattvanhorn, @nawfal, @nick Galatis, @silvertakana, @nestorluiscamachopaz, @qer, @mhat, @stable Genius, @fuleinist, @dev_Hakaze, @robotsnh, Rahul, and @arittr.
- The two per-task reviewer prompts became one.
-
๐ r/reverseengineering Reverse Engineering 1988's BattleTech: The Crescent Hawk's Inception (Westwood/Infocom) - Seeking Collaborators rss
submitted by /u/kessen999
[link] [comments] -
๐ Kagi release notes June 16th, 2026 - Search widgets catching up, Assistant starts fresh rss
Bringing search widgets up to speed
Weโre starting a broader effort to improve our search widgets! First up: sports scores and dice rolling.
Sports scores now show up in a sidebar next to search results, so you can quickly check upcoming games, live scores, and recent results, just in time for the World Cup.

And weโve also added dice rolling support for all you gamers out there, in case you ever need to roll a d20, 2d4 + 2, or perhaps even 8d6.

The new Kagi Assistant is here
Over the last few weeks, weโve been rolling out a new Kagi Assistant experience. Most of you are already using it, and today weโre officially retiring the old assistant.
This is more than a visual refresh, we rebuilt the Assistant experience around a new layout, smoother web and mobile use, and a lot of UX improvements that add up quickly.
And just as importantly, this gives us the foundation we need for the next set of Assistant improvements weโve been working towards.
Note: there is one notable change - folders have replaced tags. This means each thread can now belong to only one folder. We appreciate this is a downgrade for users who relied on multiple tags per thread, and we donโt want to handwave that away. We made this tradeoff because folders give Assistant a simpler, more predictable organisation model, and because multi tag usage was relatively low: about 20% of active accounts used tags at all, and appx 4% had any thread with more than one tag.
Still, for those affected, we understand this change may be frustrating. Thank you for bearing with us as we build towards a stronger Assistant experience!
Kagi Translate update
We've paused free access to Kagi Translate while we sort out running costs, so you'll need to be signed in to use it. If you have an active subscription, Translate still works. Sign in on translate.kagi.com or in the mobile apps. We share more details on this decision in this blog post.
Other improvements and bug fixes
Kagi Search
- Different output formats for Wolfram Alpha results #3183 @mm00
- Incorrect lens default #10796 @maus986
- Wikipedia widget shouldn't show disambiguation pages #10646 @Numerlor
- Chaining from one image to another in image search #10458 @howtaobrowncow
- Unrelated Wikipedia widget results #10655 @kpj
- AI image filter fails on query "porcelain horse toilet" #10318 @Recast
- File-only queries do not create corresponding title and subtitle #10130 @dreifach
- Wikipedia LaTeX images doesn't render #10659 @3top1a
- Lenses don't appear to support queries anymore #10419 @arizvisa
- Wildcard suffix domains don't work in lenses but do in a normal search #10438 @decayingposture
- Trailing wildcard on path-prefixed domain breaks Lens results #10666 @Dannn404
- Quick answer references should link the entire trigger element #10781 @mootari
- Account 2FA UX broken #10760 @gntlrm
- Incorrect lens default #10796 @maus986
- Cloudflare 404 - Kagi Turnstyle (Vivaldi Browser) #10809 @NyraSyn
- Assistant threads were wrongly moved to Temporary #10100 @eltaco
Kagi APIs
- NEW: Extraction now keeps links from the original document, to enable deeper crawling flows.
- NEW: Related searches is now part of the API responses, with more metadata than the v0 version where applicable.
- NEW: Per-key cost tracking is now enabled. You can select a key in the usage page to see the specific key cost attached. (Cost tracking only available from when we deployed, historic data is not present.)
- Fix: Extraction is now faster and more reliable.
- Fix: Personalization rule types are now correctly validated with the doc types.
- Fix: Various other internal improvements for a more stable experience.
Kagi Assistant
- Regression: new assistant scrolls to bottom when inference completes #10648 @spiffytech
- The new Assistant does not let me edit the output from the model. #10670 @Fernold
- Japanese IME: Enter key submits message instead of confirming composition #10707 @n22z9y28vh
- New system prompt causing regressions esp. in no-search mode, and ignores /system_prompt_overwrite #10684 @igakagi
- New assistant doesn't respect
prefers-reduced-motion#10711 @magiruuvelvet - New Kagi Assistant does not remember sidebar on refresh #10727 @emptyjar
- New Assistant: Undo File Type Restrictions #10721 @AzuraFilth
- Assistant converts CSV uploads into markdown #10647 @fxgn
- Specific code snippet returns 403 Forbidden error #10689 @Fusl
- Assistant Not Searching Web or Citing Sources Despite Web Sarch Toggle Enabled #10657 @cmart
- Kagi Assistant Does Not Reliably Read Larger Documents/Attached Files #10516 @aeiro
- Assistant can't reach github files #10697 @Numerlor
- Assistant does not scroll on output #10742 @emptyjar
- References do not export, Markdown or JSON. #10741 @relaxos_palaiologos
- Images inside Kagi Assistant responses do not appear #10296 @MustafaD
- Assistant sidebar does not stay closed when resizing the window #10762 @emptyjar
- Pressing 'Enter' key should confirm deletion dialog in Kagi Assistant #10793 @kray
- Enter key does not submit message on iPadOS #10708 @n22z9y28vh
- New assistant models from Anthropic, such as Claude Fable 5, refuse to work. #10812 @FranziKay
- New Assistant hides lines, when it clearly has the space #10710 @7aad94e9
- The new UI for Assistant is worse in every measurable way #10720 @mspgrunt
- Settings -> Appearance -> Save : Not working in Orion Private mode #10724 @markkrueg
- Customizable keyboard shortcuts (Assistant/General) #6650 @bert
- Kagi Assistent new UI is too small #6142 @HRA42
- Pasting text that exceeds x characters should automatically attach it as a text file #6739 @Coops
- Dynamic Chat Window Scaling for Widescreen Users #6379 @unruffled5088
Kagi Translate
- Text cannot be copied anymore from Word and text from a PDF has hard returns behind every line #10476 @JaninevdK
- โcurled quotesโ instead of "straight quotes" #7011 @FranziKay
- Kagi Translate extension wrongly detects certain monitor as 'mobile' #10693 @Roon
Post of the week
This week's featured social media mention:

Featured Kagi tip ๐ก
Here's a guide on how to make Kagi truly yours with custom CSS. Tweak colors, fonts, and layout, hide elements you don't need, or apply a community theme for a search experience that looks exactly how you want.

-
๐ Hex-Rays Blog IDA 9.4: Wider Processor and Platform Support rss
-
๐ HexRaysSA/plugin-repository commits Feat/EA-771 recently added pipeline (#31) rss
Feat/EA-771 recently added pipeline (#31) * feat(merger): drive Recently Added by catalog-entry date (EA-771) Stop propagating stale recently_added/recently_updated editorial tags from api-plugins.json into combined.json (they had no date check; 169 plugins carried them regardless of recency). Add dynamic_metadata.added_at sourced from known-repositories.txt '# Discovered on' markers so the UI can drive "Recently added" by when a plugin entered the Hex-Rays catalog rather than when its underlying GitHub repo was created. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> * ci: pass --known-repos to the merge step (EA-771) The CI build runs merge_plugins.py inline in deploy.yml, not via the justfile. Without --known-repos the merger gets no catalog-entry dates, so every plugin ships with added_at=null and 'Recently added' renders empty. Pass the file so production matches local builds. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> * refactor(merger): derive added_at from git history, not comment markers Parsing known-repositories.txt's '# Discovered on' / '# added' comments made that human-written format a load-bearing API. Instead, reconstruct each repo's catalog-entry date from the author date of the commit that first added its line (one git log pass). Dates stay UTC; a shallow-clone guard omits added_at rather than collapsing every repo onto the boundary commit. Coverage improves (seed repos now dated too) with no dependency on comment formatting. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> * refactor(merger): derive added_at from the HCLI index history, drop --known-repos Reconstruct catalog-entry dates from the git history of plugin-repository.json (the HCLI index, already passed via --hcli) instead of known-repositories.txt. The index is the source of truth for what's installable via the plugin manager, so a plugin's added_at is the author date of the commit that first introduced its host. Removes the --known-repos arg and its justfile/deploy.yml wiring. Semantics: 'recently added' now means 'recently indexed into the manager', so a freshly-packaged but long-existing repo (e.g. diaphora) correctly surfaces. Legacy api-only plugins aren't in the index and get no added_at โ they are a frozen, all-old dump that can never be 'recently added', so null is correct and has zero UI impact. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> --------- Co-authored-by: fnania <fnania@hex-rays.com> Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com> -
๐ @HexRaysSA@infosec.exchange It's not too late to sign-up... mastodon
It's not too late to sign-up...
We're hosting a free virtual workshop/webinar on idalib โ IDA as a library. Call IDA's analysis engine directly from your own code, automate workflows without launching the GUI, and integrate IDA into any toolchain you're already running.
๐ https://2dgu4h.share- eu1.hsforms.com/2D4ZYPjdCRFODEGRKtMILwQ
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๐ Confessions of a Code Addict Page Tables from First Principles rss
This is the fourth video in our virtual memory series based on the article/ebook I wrote. In the last few videos, we covered what virtual memory is, its size, and the address space layout of a process. In this video, we learn how the kernel stores virtual-to-physical address mappings in the form of a page table, what that looks like, and how the hardware performs an address translation by walking the page table.
But instead of jumping directly to page tables, we derive the design from first principles like real system designers. We start from the problem statement of efficiently storing virtual address mappings and performing lookups efficiently, and from there, we iteratively arrive at the final solution that looks like modern-day page tables. I believe that this way, not only you would understand page tables better, but also develop the design chops needed to build solutions in other domains.
In the next video, we will talk about protection bits in virtual pages. Till then, if you haven't read the original article/book, I recommend checking that out. You can also get it in the form of a beautiful PDF for offline reading using the link below.
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๐ r/reverseengineering VAXD - lightweight PE EXE/DLL disassembler and patch-assistance tool for Windows rss
submitted by /u/Bicurico
[link] [comments] -
๐ backnotprop/plannotator v0.20.3 release
Follow @plannotator on X for updates
Missed recent releases? Release | Highlights
---|---
v0.20.2 | Pierre CodeView all-files review, large-PR pipeline and instant-open checkout, unified agent engine selection, Pi programmatic plan mode
v0.20.1 | Pi extension install hotfix (pinned@pierre/diffsafter a broken upstream release)
v0.20.0 | Multi-repo workspace reviews, semantic diff overview, UI 2.0 themes and plan look chooser, leaner single-source skill install
v0.19.27 | Kiro CLI integration, Glimpse native window, annotate-last message picker
v0.19.26 | Amp plugin production fixes, Mermaid rendering fix, Settings flicker fix, update notification toast and shimmer
v0.19.24 | Amp integration, configurable data directory, Auto Mode permission option, Pi plan approval fix
v0.19.23 | Droid integration, Windows Pi AI fix, quieter update indicator
v0.19.22 | Safari copy fix in plan viewer, CLAUDE_CONFIG_DIR support for session logs
v0.19.21 | Ask AI in plan review and annotate mode, shared AI runtime, origin-aware provider defaults
v0.19.20 | Interactive goal setup UI, OpenCode submit_plan fixes, browser no-op sentinel handling for Claude agents
v0.19.18 | Edit-based submit_plan for OpenCode, Pi namespace migration, Codex annotate-last fix, OpenCode commands dir fix
What's New in v0.20.3
v0.20.3 is a small patch of two PRs, both focused on the comment popover used in plan review and annotate mode. The first stops in-progress annotation text from being thrown away, and stops the annotation panel from forcing itself open. The second adds a way to find a comment box again after it scrolls out of view. Both came out of community feature requests.
Annotations No Longer Lost When You Click Away
The comment popover used to close on any click outside it, which discarded whatever you had typed but not yet saved. A misplaced click meant retyping the annotation. Now a popover that holds text or an attached image stays open when you click elsewhere, so your in-progress work survives a stray click. Empty popovers still close on an outside click, and Escape and the X button still cancel explicitly, so nothing changes about how you dismiss a box you actually want to discard.
The same release stops annotations from forcing the right annotation panel open. If you had closed the panel, adding a plan annotation or a code-file popout annotation used to reopen it and pull focus away from what you were reading. The panel now stays in whatever state you left it, and you can open it from the header toggle when you want it. The annotation itself is still selected and still shows its highlight, so it is never lost or hidden.
- #919 closing #821 and #888, contributed by @backnotprop
Off-Screen Indicator for an Open Comment
Because an open comment box now persists when you click or scroll away, it became possible to leave one open above or below the visible area and lose track of it. When that happens, a small pill appears pinned to the top or bottom of the viewport with a chevron pointing toward the box and an "Open comment" label. Clicking it scrolls back to the comment. The indicator only appears for a box that has actually left the viewport and disappears as soon as it returns, so it stays out of the way the rest of the time.
- #920, contributed by @backnotprop
Install / Update
macOS / Linux:
curl -fsSL https://plannotator.ai/install.sh | bashWindows:
irm https://plannotator.ai/install.ps1 | iexExtra skills (compound, setup-goal, visual-explainer), opt-in:
npx skills add backnotprop/plannotator/apps/skills/extraClaude Code Plugin: Run
/pluginin Claude Code, find plannotator , and click "Update now".OpenCode: Clear cache and restart:
rm -rf ~/.bun/install/cache/@plannotatorThen in
opencode.json:{ "plugin": ["@plannotator/opencode@latest"] }Pi: Install or update the extension:
pi install npm:@plannotator/pi-extensionDroid: Install via the plugin marketplace:
droid plugin marketplace add backnotprop/plannotator droid plugin install plannotator@plannotatorAmp: Install the CLI first, then copy the plugin:
mkdir -p ~/.config/amp/plugins curl -fsSL https://raw.githubusercontent.com/backnotprop/plannotator/main/apps/amp-plugin/plannotator.ts \ -o ~/.config/amp/plugins/plannotator.tsKiro CLI: The installer auto-detects Kiro and installs skills automatically. After installing the CLI, launch with:
kiro-cli chat --agent plannotatorUpgrading from before v0.20.0? Read the v0.20.0 release notes first; that release changed how skills install.
What's Changed
- Keep annotation panel closed when adding annotations by @backnotprop in #919
- feat(annotate): off-screen indicator for open comment popover by @backnotprop in #920
Community
Both changes in this release answer feature requests from the community. @8bitjoey asked for the annotation input to keep its text instead of closing on an outside click (#821), and @jj- valentine asked for annotations to be saved rather than lost (#888). @SyahrulBhudiF and @gwynnnplaine joined the discussion on #821 that shaped the behavior.
Full Changelog :
v0.20.2...v0.20.3 -
๐ HexRaysSA/plugin-repository commits sync repo: +1 plugin, +3 releases, ~1 changed rss
sync repo: +1 plugin, +3 releases, ~1 changed ## New plugins - [ida-nativeaot](https://github.com/dump-guy/ida-nativeaot) (1.0.2, 1.0.1, 1.0.0) ## Changes - [diaphora](https://github.com/joxeankoret/diaphora): - 3.4: archive contents changed, download URL changed -
๐ Ampcode News Diffs rss
Outsource your coding, but not your understanding of the code.
As agents generate larger quantities of code, it is more important than ever for humans to comprehend the code to ensure its quality.
You can now review any thread's code changes directly in Amp, on desktop or mobile.
While a thread has an active environment, you can scroll through the diff, request changes on specific sections, and stage changes interactively:
Some care and attention has gone into the diffing algorithm, which performs duplicate block detection to make it easier to see what has actually changed. This can significantly reduce cognitive load when reviewing large agent-generated changesets.
Here is an example where Amp (left) makes it easier to see that the only thing that has changed is the removal of the if-branch of the conditional:
Ours
Theirs If you drive your threads primarily from the terminal, use the command palette (
Ctrl-O) to open the diff for your current thread in your browser:
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- June 15, 2026
-
๐ IDA Plugin Updates IDA Plugin Updates on 2026-06-15 rss
IDA Plugin Updates on 2026-06-15
New Releases:
- diaphora Diaphora 3.4.1
- ida-nativeaot ida-nativeaot v1.0.2 - Screenshots & docs
- ida-nativeaot ida-nativeaot v1.0.1 - Name sync, full demangled type names, search & overview fixes
Activity:
- augur
- 7a3ce1ce: refactor: use AsRef bounds for all pub fn
- diaphora
- ffxiv_bossmod
- haruspex
- e4104920: refactor: use AsRef bounds for all pub fn
- ida-fusion-mcp
- ida-ios-helper
- ee8218ee: Merge pull request #18 from doronz88/feature/swift
- 482c9aa4: swift_types: Gate IDA-9.4 native ABI behind version check (compat 9.0โฆ
- 1e6e3028: swift_dump_import: Synthesize class structs + slot-resolve named methโฆ
- fd91fa8d: swift_dump_import: Auto-name + type Swift class methods via ipsw swifโฆ
- 4d55eb0e: swift_types: Per-callsite ClosureCtx typing for Dispatch sync closures
- 4696de9e: swift_types: Expand FUNCTIONS_SIGNATURES with stdlib + Foundation + bโฆ
- 7e1dd83a: swift_types: Mark Swift
throwsfunctions with __spoils + renamโฆ - 915f2c6e: swift_types: Erase __chkstk_darwin calls from the prolog
- 35bb94b3: swift_oslog: Collapse Swift
_os_log_impl(โฆ)build-up into a one-liner - cb511173: swift_types: Rename Swift opaque-storage buffer lvars to _buf
- 171f200c: swift_types: Rename Swift opaque-storage prolog lvars and type the VWโฆ
- 31de1467: swift_types: Type each Swift mangled name in __swift5_typeref as a C โฆ
- 4e1d62e9: swift_types: __swiftClassCall (x20 self) typing + post-print cfunc inโฆ
- 6e809337: scripts: Add headless probe_func + idat IPC server for plugin iteration
- ida-nativeaot
- ida_rpc
- rhabdomancer
- 69528487: refactor: use
AsRef<Path>bounds for all pub fn
- 69528487: refactor: use
-
๐ roboflow/supervision supervision-0.29.0 release
๐ Added
-
Added
sv.VertexEllipseAreaAnnotator,sv.VertexEllipseOutlineAnnotator, andsv.VertexEllipseHaloAnnotatorfor visualizing keypoint uncertainty as covariance ellipses. (#2277, #2286)import cv2import supervision as sv from rfdetr import RFDETRKeypointPreview
image = cv2.imread("
") model = RFDETRKeypointPreview() key_points = model.predict(image)
annotator = sv.VertexEllipseAreaAnnotator( sigma=[1.0, 2.0, 3.0], color=[sv.Color.GREEN, sv.Color.YELLOW, sv.Color.RED], opacity=0.4, ) annotated = annotator.annotate(image.copy(), key_points)
rf-detr-ellipse-promo-2.mp4
import cv2 import supervision as sv from rfdetr import RFDETRKeypointPreview image = cv2.imread("<SOURCE_IMAGE_PATH>") model = RFDETRKeypointPreview() key_points = model.predict(image) annotator = sv.VertexEllipseOutlineAnnotator( sigma=[1.0, 2.0, 3.0], color=[sv.Color.GREEN, sv.Color.YELLOW, sv.Color.RED], thickness=2, ) annotated = annotator.annotate(image.copy(), key_points)rf-detr-ellipse-promo-3.mp4
import cv2 import supervision as sv from rfdetr import RFDETRKeypointPreview image = cv2.imread("<SOURCE_IMAGE_PATH>") model = RFDETRKeypointPreview() key_points = model.predict(image) annotator = sv.VertexEllipseHaloAnnotator( sigma=[1.0, 2.0, 3.0], color=[sv.Color.GREEN, sv.Color.YELLOW, sv.Color.RED], opacity=0.6, ) annotated = annotator.annotate(image.copy(), key_points)rf-detr-ellipse-promo-1.mp4
-
Added
sv.oriented_box_non_max_suppressionandsv.oriented_box_non_max_mergefor performing NMS and NMM directly on oriented bounding boxes. (#2303) -
Added OBB (Oriented Bounding Box) support to
sv.ConfusionMatrixviaMetricTarget.ORIENTED_BOUNDING_BOXES. (#2247) -
Added
preserve_audioparameter tosv.process_video. When enabled, the audio stream from the source video is muxed into the output using ffmpeg. (#2252) -
Added
is_obbparameter tosv.DetectionDataset.as_yolofor exporting oriented bounding box annotations in the YOLO OBB format (9-token lines with 4 corner coordinates). (#2302, #2289)
๐ฑ Changed
-
sv.EdgeAnnotatorandsv.VertexAnnotatornow respect thevisiblemask. Invisible keypoints and their edges are skipped during rendering. (#2286) -
sv.EdgeAnnotatorandsv.VertexLabelAnnotatornow support per-class skeleton definitions, enabling correct rendering when multiple skeleton topologies (e.g. person + animal) coexist in one frame. (#2286) -
sv.Detections.with_nmsandsv.Detections.with_nmmare now OBB-aware. Whendata[ORIENTED_BOX_COORDINATES]is present, oriented-box IoU is used automatically instead of axis-aligned box IoU. (#2303)
-
sv.Detections.areais now OBB-aware. When oriented box coordinates are present, the property returns the polygon area of the rotated bounding box (via the shoelace formula) instead of the axis-aligned box area. (#2306) -
sv.InferenceSlicernow detects OBB outputs from callbacks and automatically falls back to sequential processing to avoid thread-safety issues whenthread_workers > 1. (#2256) -
Fixed
sv.oriented_box_iou_batchto correctly handle non-square canvases. Previously, rasterization assumed square dimensions, leading to incorrect IoU values for tall or wide images. (#2282)
๐ง Fixed
-
Fixed
sv.process_videoaudio stream handling. The audio muxing path now correctly creates temp files on the same filesystem, decodes ffmpeg errors, and avoids muxing incomplete output. (#2252) -
Fixed
sv.Detections.from_vlmreturningNoneforclass_idon empty VLM parses. Now returns an empty int ndarray. (#2239) -
Fixed
sv.Detections.from_inferenceto preserveclass_nameas a string-dtype array when predictions are empty. Previously it returned an untyped empty array. (#2270) -
Fixed
sv.HeatMapAnnotatordivide-by-zero crash when called with empty detections. (#2269) -
Fixed COCO export emitting 0-indexed
category_idvalues. Now correctly emits 1-indexed IDs as per the COCO specification. (#2276) -
Fixed COCO annotation and image IDs not being chainable across dataset splits. IDs are now sequential across train/val/test. (#2267)
-
Fixed
sv.DetectionDataset.as_yololosing OBB rotation when exporting oriented bounding boxes. (#2289) -
Fixed YOLO dataset loading to sort class names by numeric keys when the
data.yamluses integer class IDs. (#2296) -
Fixed letterbox utility to support grayscale images. (#2297)
-
Fixed file extension filters to normalize casing (e.g.
.JPGnow matches.jpg). (#2298)
โ ๏ธ Deprecated
Deprecated | Removal | Replacement
---|---|---
KeyPoints.confidence|0.32.0|KeyPoints.keypoint_confidence
merge_inner_detection_object_pair|0.32.0| None (internal use only)
merge_inner_detections_objects|0.32.0| None (internal use only)
merge_inner_detections_objects_without_iou|0.32.0| None (internal use only)
validate_detections_fields|0.32.0| None (internal use only)
validate_vlm_parameters|0.32.0| None (internal use only)
validate_fields_both_defined_or_none|0.32.0| None (internal use only)
validate_xyxy|0.32.0| None (internal use only)
validate_mask|0.32.0| None (internal use only)
validate_class_id|0.32.0| None (internal use only)
validate_confidence|0.32.0| None (internal use only)
validate_tracker_id|0.32.0| None (internal use only)
validate_data|0.32.0| None (internal use only)
validate_xy|0.32.0| None (internal use only)
validate_key_point_confidence|0.32.0| None (internal use only)
validate_key_points_fields|0.32.0| None (internal use only)
validate_resolution|0.32.0| None (internal use only)
validate_custom_values|0.32.0| None (internal use only)
validate_input_tensors|0.32.0| None (internal use only)
validate_labels|0.32.0| None (internal use only)๐ Contributors
@SkalskiP (Piotr Skalski), @Borda (Jirka Borovec), @kounelisagis (Agis Kounelis), @RitwijParmar (Ritwij Aryan Parmar), @Khanz9664 (Shahid Ul Islam), @satishkc7 (SATISH K C), @Ace3Z (Mahbod Tajdini), @madhav-c, @RubenHaisma (Ruben Haisma), @adhavan18 (Tamil Adhavan), @Bortlesboat (Andrew Barnes), @Lourdhu02, @tarunbommawar27, @YousefZahran1 (Youssef Ibrahim), @JFrench- Enterprise, @Patel- Prem (Premkumar Patel)
-
-
๐ roboflow/supervision supervision-0.28.0 release
๐ฆ Spotlight
Memory-efficient masks with
sv.CompactMaskSegmentation models produce one full-resolution bitmap per instance. On a 1920ร1080 image with 28 detections that is ~55 MB of mask data. Most pixels are background.
sv.CompactMaskstores only the tight bounding-box crop, RLE-encoded โ the same 28 masks drop to ~237 KB of crops, a 240ร reduction before RLE kicks in.It's a drop-in replacement: annotators, filters, and
areaall work unchanged.import supervision as sv # any segmentation model โ RF-DETR Seg, YOLO-Seg, SAM3 detections = model.predict(image) # sv.Detections with dense masks dense_mb = detections.mask.nbytes / 1024 / 1024 compact = sv.CompactMask.from_dense( masks=detections.mask, xyxy=detections.xyxy, image_shape=image.shape[:2], ) detections.mask = compact # swap in โ API unchanged # filter by pixel area without materialising dense masks large = detections[compact.area > 1000] # annotators call .to_dense() internally annotated = sv.MaskAnnotator().annotate(image.copy(), detections)
SAM3 text-prompted segmentation
SAM3 segments objects by free-text prompt โ no class list, no bounding boxes.
sv.Detections.from_sam3()parses both PCS (multi-prompt) and PVS (video) response formats into a standardsv.Detections, withclass_idset to the prompt index.import requests, base64 import supervision as sv PROMPTS = ["person", "bag"] with open("image.jpg", "rb") as f: img_b64 = base64.b64encode(f.read()).decode() response = requests.post( f"https://api.roboflow.com/inferenceproxy/seg-preview?api_key={API_KEY}", json={ "image": {"type": "base64", "value": img_b64}, "prompts": [{"type": "text", "text": p} for p in PROMPTS], }, headers={"Content-Type": "application/json"}, ) sam3_result = response.json() h, w = cv2.imread("image.jpg").shape[:2] detections = sv.Detections.from_sam3(sam3_result=sam3_result, resolution_wh=(w, h)) # class_id == 0 โ "person", class_id == 1 โ "bag"
๐ Migration
VideoInfo.fpsis nowfloatNTSC frame rates (23.976, 29.97, 59.94) were silently truncated.
fpsis now the true float โ cast at call sites that need an integer.Before
info = sv.VideoInfo.from_video_path("clip.mp4") buf = collections.deque(maxlen=info.fps) trace = sv.TraceAnnotator(trace_length=info.fps)After
info = sv.VideoInfo.from_video_path("clip.mp4") buf = collections.deque(maxlen=int(info.fps)) trace = sv.TraceAnnotator(trace_length=int(info.fps))sv.ByteTrackdeprecated โ useByteTrackTrackerTracker implementations now live in the dedicated
trackerspackage.sv.ByteTrackremains available in 0.28โ0.29 withDeprecationWarning; removal in 0.30.0.Before
tracker = sv.ByteTrack() detections = tracker.update_with_detections(detections)After
# pip install trackers from trackers import ByteTrackTracker tracker = ByteTrackTracker() detections = tracker.update(detections)
๐ Added
-
Memory-efficient masks with
sv.CompactMask. Sparse segmentation masks are now stored as a crop region plus RLE-encoded data instead of full-resolution bitmaps, cutting memory use by 10โ100ร for typical instance-segmentation outputs. It's a drop-in change โsv.Detections.mask, filtering, merging, andareaall keep working without materialising the full array. (#2159) -
SAM3 detection and PVS support in
from_inference.sv.Detections.from_inferencenow parses SAM3 detection and point-video-segmentation outputs, both from the localinferencepackage and from Roboflow-hosted server responses. (#2103, #2152) -
Compressed COCO RLE masks in
from_inference. Inference responses withrleorrle_maskfields containing a compressed counts string (as produced bypycocotools) are decoded directly into binary masks, skipping the lossy polygon round-trip. (#2178) -
Standard
loggingmodule instead ofprint. Diagnostic output is now emitted under thesupervisionlogger, so applications can capture, filter, or silence it through standardloggingconfiguration. (#2154) -
RGBA hex codes in
sv.Color.sv.Color.from_hexaccepts 8-digit hex (#ff00ff80), andColor.as_hex()round-trips alpha when not fully opaque. New top-level helpers:sv.hex_to_rgba,sv.rgba_to_hex, andsv.is_valid_hex. (#2004) -
Dynamic kernel sizing in blur and pixelate annotators.
BlurAnnotator(kernel_size=None)andPixelateAnnotator(pixel_size=None)(the new default) compute the kernel per detection as a fraction of the shorter bounding-box side, giving visually consistent results across object scales. (#709) -
sv.ImageAssetsfor sample images. A counterpart to the existing video assets โ downloads sample images for examples and tutorials. (#932) -
Boundary warnings in
InferenceSlicer. Emits a warning when callback detections fall outside tile boundaries, helping you spot coordinate-system bugs in custom callbacks early. (#2186)
โ ๏ธ Breaking Changes
-
sv.VideoInfo.fpsis nowfloat, notint. Frame rates like 23.976, 29.97, and 59.94 are no longer truncated. If you passfpsto APIs that require an integer (deque(maxlen=...),TraceAnnotator(trace_length=...)), wrap withint(...). (#2210) -
sv.rle_to_maskreturnsbool, notuint8. This matches the long-declared signature. Code that doesmask * 255still works via NumPy broadcasting, but explicit casts likemask.view(np.uint8)will break. Add.astype(np.uint8)if you relied on the undocumented integer output. (#2178)
See the migration guide below for before/after snippets.
๐ฑ Changed
-
Metric arrays use
float32instead offloat64.sv.MeanAveragePrecisionResultand related arrays (mAP_scores,ap_per_class,iou_thresholds, precision/recall) drop tofloat32, reducing memory and speeding up computation. Numerical results may differ in the last few digits. (#2169) -
rle_to_maskandmask_to_rlemoved. New canonical path:supervision.detection.utils.converters. The oldsupervision.dataset.utilsimport still works but is deprecated. (#2178)
๐๏ธ Deprecated
-
normalized_xyxyargument renamed toxyxyindenormalize_boxes.sv.denormalize_boxes(normalized_xyxy=...)still works but emits aFutureWarning; switch toxyxy=. Scheduled for removal in 0.30.0. -
sv.ByteTrackโByteTrackTracker(externaltrackerspackage). Install withpip install trackers; the method renames fromupdate_with_detections()toupdate(). Scheduled for removal in 0.30.0. (#2215) -
supervision.keypointโsupervision.key_points. Also deprecated: theLMMenum (useVLM),from_lmm(usefrom_vlm),create_tilesinsupervision.utils.image,ensure_cv2_image_for_processinginsupervision.utils.conversion, and the keypoint validators insupervision.validators. (#2214)
๐ง Fixed
-
PolygonZoneno longer double-counts overlapping zones. When two polygons contain the same anchor, each zone now reflects its own containment instead of every zone claiming the detection. (#1991) -
LineZonerespects class identity across reused tracker IDs. Trackers that recycletracker_idacross classes no longer leak crossing state from one object to another. (#1868) -
process_videoraises immediately on callback errors. Previously the exception was swallowed and the process hung until the writer was flushed. (#2022) -
DetectionDatasetpopulatesclass_name. Loaded annotations now carrydata["class_name"], matching what model connectors produce. (#2156) -
ByteTrackpreserves externally assignedtracker_id. No longer overwrites caller-assigned IDs on the first update. (#1364) -
Confusion matrix double-counting fixed.
evaluate_detection_batchnow correctly matches multiple predictions to the same target, so FP/FN counts match expectations. (#1853) -
MeanAverageRecallmAR@K is now COCO-compliant. Computed using top-K detections per image; previous values were inflated relative topycocotools. (#2136) -
Detections.is_empty()handles emptytracker_id. ReturnsTruefor zero-row detections regardless of whethertracker_idisNoneor an empty array. (#2209) -
CSVSinkandJSONSinkslicecustom_dataper row. NumPy arrays, lists, and tuples whose length matches the detection count are now indexed per row, instead of being written whole for every detection. (#2199, #2216) -
TraceAnnotatorsmooth mode handles stationary tracks. Deduplicates anchor points and falls back to a raw polyline whensplprepcannot fit fewer than 4 unique points. (#2217) -
load_coco_annotationsrejects path-traversal annotations. Refusesfile_nameentries that escape the images directory via../or absolute paths. (#2218) -
OBB datasets no longer blow up memory. Loading oriented-bounding-box datasets stopped allocating full-image masks per box. (#2187)
-
KeyPointsboolean mask indexing fixed. Uniform-count selection now works correctly when all instances share the same keypoint count. (#2188) -
DetectionDataset.as_coco()preservesareaandiscrowd. No longer dropped silently in the round-trip. (#2185) -
force_mask=Trueprecision and COCO empty-polygon export. Annotation conversion no longer loses precision, and COCO export tolerates empty polygons across formats. (#1746, #1086, #265)
๐ Contributors
A huge thank you to everyone who shipped this release:
- @Erol444 โ SAM3 detection and PVS parsing
- @leeclemnet (LinkedIn) โ compressed COCO RLE masks and
rle_to_maskcorrectness - @abritton2002 โ
VideoInfo.fpsas float andDetections.is_empty()fix - @shaun0927 (LinkedIn) โ sink slicing, trace annotator, COCO path-traversal hardening
- @happyhj (LinkedIn) โ
class_nameinDetectionDataset - @farukalamai (LinkedIn) โ
CSVSinkNumPy slicing - @stop1one (LinkedIn) โ COCO-compliant
MeanAverageRecall - @Adithi-Sreenath (LinkedIn) โ
PolygonZoneoverlap fix - @JESUSROYETH โ
LineZoneclass-aware tracker IDs - @realh4m โ
process_videoerror propagation - @rolson24 (LinkedIn) โ
ByteTrackpreserves external tracker IDs - @panagiotamoraiti (LinkedIn) โ confusion matrix correctness
- @Youho99, @kirilllzaitsev โ COCO empty polygons and
force_masksconsistency - @aza-ali โ RGBA hex support in
sv.Color - @Clemens-E โ dynamic kernel sizing for blur and pixelate annotators
- @NickHerrig (LinkedIn) โ
sv.ImageAssets - @0xD4rky โ
force_mask=Trueprecision fix - @Borda (LinkedIn) โ
CompactMask, metrics float32, deprecations
Full changelog :
0.27.0...0.28.0 -
-
๐ @HexRaysSA@infosec.exchange You know the drill: Stop by our sponsor table at mastodon
You know the drill: Stop by our sponsor table at @recon to get a sneak peek at IDA 9.4, learn about our new malware extensions, share your feedback for some primo swag, or just say hi.
We're also partnering with BlackHoodie again this year, and our own Arnau Gร mez i Montolio will be closing out Sunday with the final session.
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๐ roboflow/supervision 0.29.0rc1 release
releasing
0.29.0rc1 -
๐ r/reverseengineering Factoring "short-sleeve" RSA keys with polynomials rss
submitted by /u/tnavda
[link] [comments] -
๐ @binaryninja@infosec.exchange Join us live on June 24th at 1pm ET as Zenyard launches with Binary Ninja! mastodon
Join us live on June 24th at 1pm ET as Zenyard launches with Binary Ninja! Zenyardโs AI reverse engineering assistant helps to analyze binaries faster and with greater accuracy. We'll be taking a deep dive into what makes Zenyard's integration stand out, have it rebuild Swift code for us, and have it reason about code-flows among multiple binaries. https://youtube.com/live/JG15oxrWgp0
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๐ r/reverseengineering GitHub - Zypherion-Technologies/HallWatch: Usermode detector that catches indirect syscalls. rss
submitted by /u/AhmedMinegames
[link] [comments] -
๐ sacha chua :: living an awesome life 2026-06-15 Emacs news rss
Lots of discussion around Karthik's latest blog post Even More Batteries Included with Emacs (Reddit, HN, lobste.rs). Check it out!
- Emacs updates:
- Upcoming events (iCal file, Org):
- M-x Research: TBA https://m-x-research.github.io/ Wed Jun 17 0800 America/Vancouver - 1000 America/Chicago - 1100 America/Toronto - 1500 Etc/GMT - 1700 Europe/Berlin - 2030 Asia/Kolkata - 2300 Asia/Singapore
- OrgDevMeetup https://bbb.emacsverse.org/rooms/orgdevmeetup Sat Jun 20 0900 America/Vancouver - 1100 America/Chicago - 1200 America/Toronto - 1600 Etc/GMT - 1800 Europe/Berlin - 2130 Asia/Kolkata – Sun Jun 21 0000 Asia/Singapore
- EmacsSF (in person): coffee.el in SF https://www.meetup.com/emacs-sf/events/315192115/ Sat Jun 20 1100 America/Los_Angeles
- Emacs Berlin: Emacs-Berlin Hybrid Meetup https://emacs-berlin.org/ Wed Jun 24 1000 America/Vancouver - 1200 America/Chicago - 1300 America/Toronto - 1700 Etc/GMT - 1900 Europe/Berlin - 2230 Asia/Kolkata – Thu Jun 25 0100 Asia/Singapore
- Emacs APAC: Emacs APAC meetup (virtual) https://emacs-apac.gitlab.io/announcements/ Sat Jun 27 0130 America/Vancouver - 0330 America/Chicago - 0430 America/Toronto - 0830 Etc/GMT - 1030 Europe/Berlin - 1400 Asia/Kolkata - 1630 Asia/Singapore
- Beginner:
- Emacs configuration:
- Emacs Lisp:
- Appearance:
- halo.el: an experimental minor mode for keeping point centered and dimming distant lines (Reddit)
- dimmer.el – after a hiatus, new development underway (Reddit) - dims inactive buffers; updates: reset when theme changes, handle child frames
- Dave Pearson: Simplifying my mode line
- Dave Pearson: It got darker - switched to a dark-mode
- Inspired by nano-emacs: vertico-buffer-frame with nano-vertico (Reddit)
- Navigation:
- modernizing bookmark+ (Reddit)- trying to get in touch with Drew Adams
- outline-indent, a modern Indentation-based Text Folding Mode for Emacs (Release 1.2.0) (Reddit)
- Dired:
- Writing:
- Bozhidar Batsov: Emacs loves AsciiDoc (Irreal)
- Dave Pearson: blogmore.el v5.3.0 - adds blogmore-link-series
- New, Fast, BibTex Formatter (Reddit) - Uses rust
- Denote:
- Org Mode:
- Sacha Chua: From DC Toedt: Copy Org Mode as Markdown
- Raymond Zeitler: Creating a Reference to a Webpage in Org
- A Day with Org-SuperTag โ One Person's Complete Workflow
- Org export dispatcher to Eisvogel LaTeX template
- YAOB โ Yet Another Org Blog ยท (interzone) (@cryptk)
- Emacs Org-Roam: Gestione della Conoscenza a Grafi e Metodo Zettelkasten (06:39)
- Org development:
- Completion:
- Coding:
- James Dyer: The Hidden Git Stash Keys in Emacs VC Directory Mode
- Configuring Emacs for Swift Development | Swift.org (@kickingvegas@sfba.social)
- Common Lisp tree-sitter grammar with a major-mode and Sly powered semantic highlighting (Reddit)
- Corrigindo divergรชncias entre arquivos de configuraรงรฃo do emacs (01:37:06)
- Mail, news, and chat:
- Doom Emacs:
- Fun:
- AI:
- Community:
- Emacs Carnival: Underappreciated Built-ins:
- Other:
- tanrax/emacs-gpu: GNU Emacs with a GPU-accelerated display backend ยท GitHub (@andros@activity.andros.dev)
- Xah Talk Show Ep793. emacs, install Xah Fly Keys in WSL linux emacs (02:18:11)
- Xah Talk Show Ep792. install emacs on wsl Windows Subsystem for Linux (01:47:31)
- Sacha Chua: Yay Emacs 33: Sacha and Prot Talk Emacs: Built-ins (Prot)
- Chris Maiorana: When tmux is your window manager (Irreal)
- Emacs development:
- emacs-devel:
- Re: master 1d91d9b717d: project-vc-dir: Use truenames - Dmitry Gutov - discussion of when to use symlinks and when to use truenames
- Re: SDL terminal type - Lina - anyone interested in trying to port Emacs UI to SDL rendering?
- Optional display of overlay-arrow in margin (bug#81109)
- Revert "project-vc-dir: Use truenames"
- Convert outline-search-function to defcustom
- Add outline-search-from-regexp generic helper
- 'work-buffer–release' kill locals silently and reset the buffer (bug#81111)
- Set user options in file/directory locals like 'setopt-local' (bug#81120)
- Add outline-show-entry-and-parents to reveal entry hierarchy
- Mark vc-dir-show-outgoing-count obsolete
- project-vc-dir: Use truenames
- emacs-devel:
- New packages:
- pure-light-theme: A light colored theme for e-ink color monitors (MELPA)
- shexc-ts-mode: Tree-sitter major mode for ShExC (MELPA)
Links from reddit.com/r/emacs, r/orgmode, r/spacemacs, Mastodon #emacs, Bluesky #emacs, Hacker News, lobste.rs, programming.dev, lemmy.world, lemmy.ml, planet.emacslife.com, YouTube, the Emacs NEWS file, Emacs Calendar, and emacs-devel. Thanks to Andrรฉs Ramรญrez for emacs-devel links. Do you have an Emacs-related link or announcement? Please e-mail me at sacha@sachachua.com. Thank you!
You can comment on Mastodon or e-mail me at sacha@sachachua.com.
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๐ r/reverseengineering Need DRM Bypass on course website to download video , DM (paid) , rss
submitted by /u/Lord-AMaN
[link] [comments] -
๐ earendil-works/pi v0.79.4 release
New Features
- Automatic first-run theme selection - pi detects the terminal background on first run and defaults to the
darkorlighttheme. See Selecting a Theme. - Standalone binary integrity checksums - GitHub release assets now include
SHA256SUMSfiles for verifying standalone binary downloads. See Quickstart Install.
Added
- Added
SHA256SUMSintegrity files to standalone binary GitHub release assets (#5739). - Added first-run interactive theme detection from the terminal background (#5385 by @vegarsti).
Fixed
- Fixed bash tool output collection to keep draining stdout/stderr after the child exits while descendants still write, avoiding truncated late output (#5753 by @Mearman).
- Fixed
/treehelp rendering to show compact wrapped controls instead of truncating them on narrow terminals (#5055). - Fixed SIGTERM/SIGHUP interactive shutdown to keep signal handlers installed until terminal cleanup completes, preventing
signal-exitfrom re-sending the signal and leaving the terminal in raw/Kitty keyboard mode (#5724). - Fixed extensions documentation to clarify that
pi.getActiveTools()returns active tool names whilepi.getAllTools()returns tool metadata (#5729). - Fixed question and questionnaire extension examples to wrap long prompt, option, and help text instead of truncating it (#5708 by @xl0).
- Fixed package commands such as
pi list,pi install, andpi updateto terminate after completing even if an extension leaves background handles open (#5687). - Fixed
pi updatefor pnpm global installs whose configuredglobal-bin-dirno longer matches the active pnpm home (#5689). - Fixed npm package specs that use ranges or tags (for example
@^1.2.7) so installed package resources still load instead of being treated as mismatched exact pins (#5695). - Fixed inherited Anthropic 1-hour prompt-cache write cost accounting to price 1-hour cache writes at 2x input instead of the 5-minute cache-write rate (#5738 by @theBucky).
- Fixed inherited GitHub Copilot Claude adaptive-thinking effort metadata to match manually checked Copilot model capabilities (#4637).
- Fixed inherited OpenCode/OpenCode Go completion model metadata to omit long-retention cache fields for routes that reject
prompt_cache_retention(#5702). - Fixed inherited overlay compositing over CJK wide characters so borders stay aligned when an overlay starts inside a full-width cell (#5297).
- Fixed inherited WezTerm inline Kitty image rendering during full redraw fallbacks so image padding rows are reserved before the placement is drawn without regressing tall-image placement (#5618, #4415).
- Fixed custom provider config so plain uppercase API key and header values remain literals instead of being treated as legacy environment references; use explicit
$ENV_VARsyntax for environment variables (#5661).
- Automatic first-run theme selection - pi detects the terminal background on first run and defaults to the
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๐ VoidNullable/lific v1.6.0 release
Lific gets a planning layer. Plans turn a goal into an ordered, arbitrarily- nestable tree of steps that persists across sessions and context compaction โ the thing that separates an issue tracker from a project planner. Steps can mirror issues, so closing an issue checks its step and completing a step closes its issue, all recorded in the audit log.
Plans
- Persisted, nestable step trees. A plan is a first-class, project-scoped tree of steps (steps containing steps, any depth) that survives across agent sessions and compaction. Issues stay flat and lateral; the hierarchy lives on the plan.
- Steps mirror issues, both ways. Link a step to an issue and the two stay in sync: closing the issue checks the step (anywhere it appears), and marking a step done closes its issue. Reopening an issue reopens its steps in active plans, stamped with the reason. Closing a plan's anchor issue auto-archives the plan. Done flows down from issues, never silently up from plans.
- Authored in one call. Four MCP tools:
create_planbuilds a full nested tree at once,get_planrehydrates it for the next session, andedit_plan_step/update_plan_stephandle surgical edits, done toggles, issue links, and structure changes โ with every side effect reported back in the result. - First-class in the web UI. A Plans tab alongside Issues, Board, Modules, and Pages: a list grouped by status and a detail view with a real nested tree โ done toggles, per-step markdown descriptions, issue chips with provenance, an anchor issue, a progress bar, and an activity timeline. Built on the same shell as the issue and page views.
- Fully audited. Every plan and step mutation lands in the audit log with actor attribution, including the issue-driven cascades (recorded as system-driven via the triggering issue). A new
/api/plans/{id}/activitysurface and plan support acrosslist_resourcesanddelete. - REST + CLI. Full
/api/plansCRUD plus step operations, identifiers asPROJ-PLAN-n.
Issue list
- Accurate per-status tallies in the topbar. The count was previously
filteredIssues.lengthover a fetch capped at 200, so it silently undercounted once a project grew past that. A newcount_issues_by_statusquery (a single indexedGROUP BY) andGET /api/projects/{id}/issue-countsendpoint return true per-status counts and a real total. - Click a status count to toggle that filter , with narrowed views rendering "shown of total" so the number is always honest.
- List fetch limit raised 200 โ 1000 so rows don't truncate as early.
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๐ r/reverseengineering /r/ReverseEngineering's Weekly Questions Thread rss
To reduce the amount of noise from questions, we have disabled self-posts in favor of a unified questions thread every week. Feel free to ask any question about reverse engineering here. If your question is about how to use a specific tool, or is specific to some particular target, you will have better luck on the Reverse Engineering StackExchange. See also /r/AskReverseEngineering.
submitted by /u/AutoModerator
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๐ exe.dev Announcing the exe.dev iOS app rss
We're delighted to announce that exe.dev has an iOS app now in the App Store. There's a lot to write about how we built it, but today let's talk about the why. After all, the
exe.devdashboard and Shelley already work on mobile browsers.They say the best camera is the one you have with you. The best terminal is the one you have with you too. We couldn't build the following features without building an app, so an app it is:
Notifications. Agentic conversations are high-latency, and it's useful to be notified when it's your turn. Nothing on iOS comes close to the native notifications experience. Of course, we built this with an exe integration: other software you build on your VM can use the same
notify.int.exe.xyzintegration to ping your phone.Share sheet. Many prompts begin with a screenshot. Take one, click share, and click on exe.dev to start an agentic conversation. Whether it's a UI element that's out of alignment or a Slack message you received, the share sheet speeds up "time to agent is working on it."

Voice. We built a voice mode that can harness the power of having real computing resources available to you.
SSH. There are several excellent SSH clients already available for SSH, but the process of creating a key and registering it with exe.dev is cumbersome. We do not yet support mosh (it's on the roadmap!) which makes roaming prone to dropping connections. Having a terminal client in our app side-steps that. We have happy users that have persistent Claude Code sessions in their terminals. Paste works, by the way.
Multiplexing Shelley. One of our taglines is "a VM for every idea." Instead of walking through each VM in turn to find unfinished business, the iOS app provides a centralized place.
I want to thank our TestFlight users for providing valuable feedback while suffering through many a crash!
The app is in the App Store. Give it a whirl. Send us feedback via Discord or support@exe.dev.
Your browser does not support the video tag.
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- June 14, 2026
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๐ IDA Plugin Updates IDA Plugin Updates on 2026-06-14 rss
IDA Plugin Updates on 2026-06-14
New Releases:
Activity:
- augur
- 71bde005: chore: update dependencies
- ffxiv_bossmod
- haruspex
- d7da56e9: chore: update dependencies
- rhabdomancer
- 8f512ef2: chore: update dependencies
- Rikugan
- augur
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๐ backnotprop/plannotator v0.20.2 release
Follow @plannotator on X for updates
Missed recent releases? Release | Highlights
---|---
v0.20.1 | Pi extension install hotfix (pinned@pierre/diffsafter a broken upstream release)
v0.20.0 | Multi-repo workspace reviews, semantic diff overview, UI 2.0 themes and plan look chooser, leaner single-source skill install
v0.19.27 | Kiro CLI integration, Glimpse native window, annotate-last message picker
v0.19.26 | Amp plugin production fixes, Mermaid rendering fix, Settings flicker fix, update notification toast and shimmer
v0.19.24 | Amp integration, configurable data directory, Auto Mode permission option, Pi plan approval fix
v0.19.23 | Droid integration, Windows Pi AI fix, quieter update indicator
v0.19.22 | Safari copy fix in plan viewer, CLAUDE_CONFIG_DIR support for session logs
v0.19.21 | Ask AI in plan review and annotate mode, shared AI runtime, origin-aware provider defaults
v0.19.20 | Interactive goal setup UI, OpenCode submit_plan fixes, browser no-op sentinel handling for Claude agents
v0.19.18 | Edit-based submit_plan for OpenCode, Pi namespace migration, Codex annotate-last fix, OpenCode commands dir fix
v0.19.17 | Reworked goal setup skill (interview-driven flow), CLI --version flag
What's New in v0.20.2
v0.20.2 is a code-review-heavy release of nine PRs, two of them from first- time contributors. The largest work rebuilds the all-files review view on Pierre's CodeView and adds a pipeline that keeps very large pull requests fast and complete instead of failing or rendering empty. Agent engine selection is unified across review and tour modes, the Pi extension gains a programmatic plan-mode control event, and several reliability fixes land across review cleanup, annotate error messaging, and markdown rendering.
All-Files Code Review on Pierre CodeView
The all-files code review surface was rebuilt on Pierre's CodeView renderer, replacing the previous custom diff view and its lazy-mounting layer. The new foundation virtualizes large diffs, renders change-type status in file headers and the file tree, and presents renames as
old/path โ new/pathrather than as a blank change. The annotation model, drafts, feedback export, and keyboard shortcuts carry over unchanged, so the way you review and send feedback is the same.- #885, contributed by @backnotprop
Large Pull Request Pipeline, Instant-Open Checkout, and Scroll Performance
Reviewing very large pull requests previously hit several walls: GitHub refused oversized diffs outright, the local checkout blocked the review from opening, and some files came back from the platform with no patch content and rendered as empty stubs. This release addresses all three.
When a platform refuses an oversized diff, Plannotator now pages through the per-file API and stitches the result into a unified diff, so the review still loads. When the platform withholds per-file content on a truncated diff, an amber "Partial diff ยท Load full diff" notice offers to recompute the exact diff locally, and a staleness check surfaces a refresh prompt when the underlying files change mid-review. The
--localcheckout no longer blocks startup: the review server opens as soon as the platform diff arrives and the checkout warms in the background, with agent jobs, full-stack diff, and code navigation waiting on it only when they need real files.Scrolling the all-files view was also reworked. Syntax highlighting moved off the main thread into a worker pool, lazy full-content augmentation no longer hitches mid-scroll, and visibility tracking was coalesced to once per frame. The result is smoother scrolling on large diffs, with a clean fallback to unhighlighted text if the worker pool is unavailable.
- #893, contributed by @backnotprop
Unified Agent Mode Engine Selection
The agent panel's engine selection was reworked so review and tour modes share one consistent model. Previously the selection conflated provider and mode in a single setting; it now separates the active mode from the engine choice (Claude or Codex) for each, with existing settings migrated forward. The change makes it clearer which engine runs for review versus tour and removes a class of confusing defaults.
- #868, contributed by @codythatsme
Programmatic Plan Mode for Pi
The Pi extension gained a
plan-modeevent so other extensions and automation can drive Plannotator's plan mode programmatically. A request can enter, exit, toggle, or query plan mode, and receives the resulting phase (idle,planning, orexecuting) in return. This opens the plan workflow to scripted and multi-extension setups on Pi without requiring a manual command or shortcut.Review Cleanup and PR Feedback Fixes
Two reliability fixes for the review path. First, the standalone server now routes
SIGINTandSIGTERMthrough its normal shutdown so the existing cleanup runs on interrupt or termination. Aborting a review while a large pull request was still checking out in the background previously left clone and fetch processes running and stalegit worktreeregistrations behind; those are now cleaned up, with a second interrupt still forcing an immediate quit.Second, the review feedback sent to the agent on "Send Feedback" now includes the triage instruction (review the feedback, verify it against the code, and discuss before changing anything) for pull request reviews, not just local diffs. The instruction is appended whenever you send annotations and is correctly omitted for platform actions that post an approval or comment directly to the host. The behavior is consistent across Claude Code, OpenCode, and Pi.
- #914, contributed by @backnotprop
Clearer Annotate and Markdown Behavior
Running
plannotator annotateon a file type it does not support (for example a.csor.pdffile) reported a misleading "File not found" even when the file was present. It now reports that the type is unsupported, lists the supported extensions, and points toplannotator reviewfor code. Separately, custom angle-bracket autolinks are kept literal instead of having their contents parsed for markdown styling, so links that contain markdown-like characters render correctly.Additional Changes
- README redesign. The project README was rebuilt around a feature table with a centered note on AI assistance and refreshed styling. #891 and #892
Install / Update
macOS / Linux:
curl -fsSL https://plannotator.ai/install.sh | bashWindows:
irm https://plannotator.ai/install.ps1 | iexExtra skills (compound, setup-goal, visual-explainer), opt-in:
npx skills add backnotprop/plannotator/apps/skills/extraClaude Code Plugin: Run
/pluginin Claude Code, find plannotator , and click "Update now".OpenCode: Clear cache and restart:
rm -rf ~/.bun/install/cache/@plannotatorThen in
opencode.json:{ "plugin": ["@plannotator/opencode@latest"] }Pi: Install or update the extension:
pi install npm:@plannotator/pi-extensionDroid: Install via the plugin marketplace:
droid plugin marketplace add backnotprop/plannotator droid plugin install plannotator@plannotatorAmp: Install the CLI first, then copy the plugin:
mkdir -p ~/.config/amp/plugins curl -fsSL https://raw.githubusercontent.com/backnotprop/plannotator/main/apps/amp-plugin/plannotator.ts \ -o ~/.config/amp/plugins/plannotator.tsKiro CLI: The installer auto-detects Kiro and installs skills automatically. After installing the CLI, launch with:
kiro-cli chat --agent plannotatorUpgrading from before v0.20.0? Read the v0.20.0 release notes first; that release changed how skills install.
What's Changed
- feat(review): migrate all-files code review to Pierre CodeView by @backnotprop in #885
- fix(markdown): keep custom angle autolinks literal by @ishowman in #867
- fix(annotate): improve error message for unsupported file types by @ishowman in #870
- refactor(agent-mode): Unify agent mode engine selection by @codythatsme in #868
- feat(review): large-PR pipeline, instant-open checkout, scroll perf, and worker-pool highlighting by @backnotprop in #893
- feat(readme): redesign README by @backnotprop in #891
- style(readme): center AI note under feature table by @backnotprop in #892
- fix(review): signal-safe cleanup + triage suffix for PR feedback by @backnotprop in #914
- feat(pi): add programmatic plan mode event by @Termina1 in #898
New Contributors
Contributors
@ishowman landed two fixes in their first contributions: a clearer error from
plannotator annotatewhen a file type is not supported, and a markdown fix that keeps custom angle-bracket autolinks literal instead of styling their contents. @Termina1 added the programmatic plan-mode event to the Pi extension, letting other extensions and automation enter, exit, toggle, or query plan mode and read back the resulting phase. @codythatsme unified agent mode engine selection so review and tour modes share one consistent model for choosing between Claude and Codex, with existing settings migrated forward.This release also resolved community-reported issues. @NikiforovAll reported the misleading "File not found" message from
plannotator annotateon unsupported file types, with a concrete.csreproduction. @Thraka reported the markdown autolink rendering issue, and @MannXo contributed to the discussion that shaped the fix.Full Changelog :
v0.20.1...v0.20.2 -
๐ HexRaysSA/plugin-repository commits sync repo: +1 release, ~2 changed rss
sync repo: +1 release, ~2 changed ## New releases - [IDAGuides](https://github.com/libtero/idaguides): 1.1.0 ## Changes - [IDASQL](https://github.com/allthingsida/idasql): - 0.0.10: archive contents changed - [xray](https://github.com/hexrays-plugin-contributions/xray): - 2025.9.24: archive contents changed
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