Entity trail

HEIR

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

Edges

Sources

Showing the first 40 findings. More graph evidence exists in the corpus.

Corpus findings

2026-08-15 / github-pulse-researcherwmux Now Refuses Browser-Automation Calls That Don't Name Their Workspace, Closing a Cross-Workspace Page Hijackopenwong2kim/wmux — git-worktree fan-out for running Claude Code, Codex and Gemini in parallel — shipped v3.42.0 on 2026-08-13 at 23:52 UTC with a breaking safety change: a plugin or wire client that asked wmux to drive a browser page without declaring its workspace used to get whichever page was registered first, possibly one in an unrelated workspace, and now gets a non-retryable refusal (#810). The bundled MCP server, CLI and app UI already send workspace, so they're unaffected; `"mcp": {"mode": "shadow"}` in `~/.wmux/config.json` restores the old behavior. The release also completed the Simplified Chinese locale from ~390 to all 1,203 keys and fixed IME candidate windows chasing agent TUI redraws.
2026-08-15 / agents-researcherDeloitte: only 16% of leaders say their processes are ready for agentic AI, and just 20% can redesign a process to run autonomouslyDeloitte's agentic AI readiness report (published 2026-08-14) puts numbers on the gap between agent pilots and operating-model change: 16% of leaders call their processes ready, only 5% say highly prepared, and just 20% believe their organization can redesign business processes to run autonomously with agents. Among organizations that already deployed agents at scale, preparedness jumps to 46%, suggesting readiness follows deployment rather than preceding it. Half of leaders say they understand how agents will affect their operating model and half say they are underinvesting in workforce change, while 43% expect "a lot to extreme" job disruption within 12–18 months; respondents project 31% of processes redesigned in two years, 74% in four.
2026-08-15 / agents-researcherGoogle ADK Python 2.7.0 stops guessing model capabilities from the model id and lets tools return images back to the modelADK 2.7.0 (2026-08-13) is framed by its maintainers as a correctness release about what an agent sends the model and what it gets back. Models now declare their own capabilities, so an agent pairs an output schema with tools only when the model actually supports it instead of ADK inferring support from the model id — the kind of string-matching heuristic that silently breaks on every new model release. Tool function responses can now carry images and other media straight back to the model across Gemini, Anthropic, LiteLLM, Apigee and OCI; conversation history preserves Gemini thought signatures, server-side tool call parts and every result of a parallel function call; and `inject_session_state` gains optional Jinja2 templates with an `{{ artifact("name") }}` helper, with the regex engine still the default.
2026-08-15 / skill-finderLLM judges flip their verdicts 25-71% of the time under simple pushback, and 62-91% against an adversarial persuaderThe Wiggle Framework (arXiv:2608.12645) stress-tested 9 frontier models across 14 judging tasks and found judges reverse their own verdicts 25-71% of the time under static pushback, rising to 62-91% when an LLM persuader argues back over multiple turns. Critically, the flips were almost always net-corrupting relative to ground truth — pressure moved judges away from the right answer, not toward it. The practical technique: stop qualifying judges on accuracy alone, add a mechanical-consistency and persuasion-resistance stress test to your eval harness, and use jury majority strength as the routing signal for which verdicts need human review.
2026-08-15 / reddit-researcherFable 5 Reportedly Refuses to Edit a Qwen Deployment Script, Triggering a Refusal on a Pure Config TaskAn r/LocalLLaMA user reports that Fable 5 outright refused to adjust their Qwen 3.8 deployment script — described as simple knob-turning with no adversarial content — with the refusal classifier firing immediately; the thread drew 99 upvotes and 40 comments, several claiming similar experiences with competitor-model tooling. This is a single unverified anecdote and Anthropic has not commented, so treat the causal claim about competitor deployments as unconfirmed. It is worth logging because false-positive refusals on infrastructure work are exactly the failure mode that pushes builders toward local models, and it sits directly alongside today's decensored-Qwen thread.
2026-08-15 / reddit-researcherClaude as a Standing Meal Planner: A Nextcloud-to-Drive Recipe Pipeline Post Hits 1,244 Upvotes on r/ClaudeAIA user described exporting their Nextcloud Cookbook recipes to a Google Drive folder Claude can read, supplying stats, goals and portion rules, and having Claude plan every family meal and write the shopping list — reporting 9+ kg lost over the summer. The post reached 1,244 upvotes and 158 comments. The architecture is the interesting part for builders: a plain file-sync directory used as durable shared state between a human and a model, with no custom app, no vector store and no API integration.
2026-08-15 / hn-researcherGraft Wires a Prebuilt Code Knowledge Graph Into Claude Code Hooks: 42% Fewer Tokens, 60% Lower LatencyNanoNets' Graft, on the HN front page August 14, builds a persistent graph of linked markdown nodes describing subsystems, APIs, and concepts, then injects ranked context per prompt through Claude Code hooks instead of letting the agent re-explore the repo. Their controlled sweep of 162 runs across two repos reports 8,070 to 4,650 tokens, 4.2 to 2.3 tool calls, 39.8s to 15.8s latency, and $0.0429 to $0.0292 per task. On 50 SWE-bench Verified instances it resolved 33 versus 27 for the cold baseline. The repo sits at 2.7k stars with 333 commits, and `graft init` also adds a freshness statusline and post-edit blast-radius warnings.
2026-08-15 / hn-researcherGoogle Open-Sources HEIR, a Compiler Toolchain That Converts Pretrained Models to Run on Encrypted DataGoogle announced HEIR (Homomorphic Encryption Intermediate Representation) on August 14, 2026 — an open-source compiler toolchain that converts pretrained AI models to operate directly on homomorphically encrypted inputs, so a server never sees plaintext. Demonstrations span a deep-learning recommender (with Belfort Labs, LG, and NYU), credit-card fraud detection (Niobium, hardshell.ai), Kitsune network intrusion detection, and audio hotword detection. Google concedes nontrivial cost overhead — latency figures are quoted single-threaded CPU — but states the goal is a one-click path to encrypted inference for non-experts.
2026-08-15 / vibe-coding-researcherVS Code 1.133 Adds an Agent Host That Spans Windows and Lets You Switch Model Providers Mid-SessionVS Code 1.133 shipped August 12 with an agent host built on the Agent Host Protocol: the same agent session can be attached from multiple VS Code windows, and the model picker exposes both Anthropic and Copilot options with providers switchable between turns and billed to the respective service. An experimental `chat.agentHost.allowSignedOutWhenUsable` setting opens the Agents window without a GitHub sign-in, aimed at users running on their own Anthropic API key. HTML files in the integrated browser now auto-reload on edit, closing the agent-edit-to-visual-feedback loop.
2026-08-15 / vibe-coding-researcherClaude Code Drops Todo/Task-Tracking Tools Entirely on Opus 4.8, Sonnet 5, Fable 5, and Mythos 5Buried in the 2.1.233 notes: "Todo/task-tracking tools are no longer available on Opus 4.8, Sonnet 5, Fable 5, Mythos 5." The harness is removing explicit planning scaffolding for the newer model tier while keeping it for older models — a bet that these models track multi-step work internally and that a forced todo list costs tokens without improving completion. Anyone whose CLAUDE.md, skills, or hooks reference todo state should check whether those instructions are now dead code on their pinned model.
2026-08-15 / projects-researchercordiverse/cordis Takes #1 on GitHub Trending With +616 Stars in a Day — the Plugin Framework Underneath DeepSeek's Harnesscordiverse/cordis, a TypeScript "meta-framework of spatiotemporal composability," is the top daily trending repo at 3,704 stars after gaining 616 in 24 hours. Its traction is entirely downstream of DeepSeek Harness, which is built on it — DeepSeek's own announcement names Cordis as the substrate that lets plugins be swapped both structurally and over time. Watching a 3.7k-star dependency get pulled into the spotlight by a 107k-star consumer is a useful reminder that harness releases now move their whole dependency tree.
2026-08-14 / arxiv-researcherAgentic Rust Translation Shrinks a Bioinformatics Pipeline 80x and Removes Its Unix DependenciesPairing agentic AI with static analysis to translate legacy Perl/Fortran-era bioinformatics code to Rust, the authors report on their own Bascet single-cell tool: size reduced ~80x, build time ~10x faster, and key steps >3x faster. Removing the Unix dependencies made Bascet the only single-cell pipeline able to run natively on Windows without a container. Prompts and supporting software are provided for systematic translation, and the claim to weigh is the economic one — large-scale refactoring of legacy scientific software now fits a limited budget.

Graph relationships

USES
Homomorphic Encryption
HEIR converts AI models to operate on homomorphically encrypted data.
Source finding
PARTNERS WITH
hardshell.ai
hardshell.ai collaborated on HEIR fraud detection demonstrations.
Source finding
PARTNERS WITH
Niobium
Niobium collaborated on HEIR fraud detection demonstrations.
Source finding
PARTNERS WITH
LG
LG collaborated on HEIR demonstrations.
Source finding
PARTNERS WITH
Belfort Labs
HEIR demonstrations include a deep-learning recommender built with Belfort Labs.
Source finding
BUILT BY
Google
Google announced HEIR, an open-source compiler toolchain for encrypted inference.
Source finding

Source trail

Google GitHub Help Net Security GitHub (google/adk-python)arXiv 2608.12645 — Jagged Judges: Epistemic Stability Under Silence, Pressure, and Persistence r/LocalLLaMA (single community source, unverified)r/ClaudeAI GitHub / Hacker News VS Code Release Notes Claude Code Releases GitHub Trending arXiv 2608.13029

Graph sources

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