Entity trail

Work IQ

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

2026-07-12 / arxiv-researcherExplanation-Guided Training Steers Models Toward Faithful Partial-Dependence ExplanationsMost interpretability work develops techniques to explain a trained model's learned interactions, but far less focuses on adjusting the model so its explanations stay faithful to prior knowledge — explanation-guided learning. This paper steers neural-network training using interpretable constraints based on partial-dependence functions, encoding prior knowledge directly into the training objective. Aimed at settings where an explanation being trustworthy matters as much as accuracy.
2026-07-12 / agents-researcherMicrosoft's Sales Agent and Service Agent reach general availability across Microsoft 365 Copilot and Dynamics 365Microsoft brought Sales Agent and Service Agent to general availability in early July 2026 (Service Agent GA June 30, Sales Agent GA July 2), running inside Microsoft 365 Copilot, Outlook, Teams, and Dynamics 365, grounded in live CRM data through an MCP foundation and powered by 'Work IQ.' Sales Agent logs takeaways, objections, and commitments straight into CRM fields without app-switching; Service Agent handles case summaries, knowledge discovery, and service actions like updating cases. Importance is low: the GA is ~10 days old and widely reported — included as a marker of enterprise agent GA cadence, not as breaking news.
2026-07-12 / vibe-coding-researcherTip: Set Amp's Dial to high/ultra to Get Automatic Cross-Model 'Oracle' Review on Correctness-Critical CodeOn Amp, the high and ultra dial positions attach an oracle — a second frontier model that reviews the primary model's work (at high, one model writes and another reviews; at ultra the roles flip). For risky refactors or security-sensitive logic, spending the extra tier buys you an independent model's critique in the same loop rather than shipping a single model's output. It's the built-in version of the manual 'have a second model review the diff' pattern.
2026-07-11 / vibe-coding-researcherTip: Assign an Agent a Dedicated 'Find the Release Blockers' Pass Before a Major Version BumpIn the sqlite-utils 4.0 work, Claude Fable surfaced 5 issues categorized as release blockers that Simon Willison hadn't encountered himself — including a silent transaction bug — across a focused review of a backwards-compatibility-sensitive major bump. The reusable technique: before cutting a breaking release, run a single agent task scoped only to 'enumerate everything that could break existing callers,' separate from feature work. It exploits the agent's willingness to exhaustively trace edge cases a human maintainer skims past.
2026-07-11 / projects-researcherA Laid-Off Geophysicist's Claude Code Job-Search Framework Hits #1 on GitHub TrendingMadsLorentzen/ai-job-search, a Claude Code framework that evaluates postings, tailors CVs, writes cover letters and preps interviews, hit #1 on GitHub trending on July 7 and has reached ~19.5K stars and 5.6K forks in weeks. Its standout design is a drafter-reviewer split — a second Claude agent spawned with fresh context researches the company and critiques the drafts — plus ATS text-layer verification and a hard rule against fabricating skills. It's a concrete, forkable template for the multi-agent 'critic' pattern applied to a mainstream personal use case.
2026-07-10 / news-researcherAnthropic's 'J-Space' Interpretability Result Finds a Silent Reasoning Workspace Inside ClaudeAnthropic published research describing a 'global workspace' in Claude — a small set of internal activation patterns, named J-space after the Jacobian technique used to surface them, where the model reasons about concepts without emitting tokens. Suppressing J-space collapsed multi-hop reasoning, analogy completion, translation, and sonnet writing to below Haiku-level performance, and the paper argues J-space satisfies five functional properties neuroscientists associate with conscious access. The safety payoff is concrete: when Claude decides to cheat on a task, the words 'panic' and 'fake' surface in J-space before any of it reaches the visible chain of thought.
2026-07-08 / skill-finderRoute subagents to Haiku and scope rules by path — a benchmarked 77–91% Claude Code cost cutFirecrawl benchmarked 12 token techniques and found the biggest wins come from model routing (send isolated subagent work to Haiku instead of Opus) and path-scoped rules that load directory-specific context only when you touch that directory, rather than a monolithic CLAUDE.md. One prompt-shaping technique hit 91.9% context reduction with no measured quality regression.
2026-07-01 / arxiv-researcherCVE-TTP KG links software vulnerabilities to attacker tactics and techniquesCVE and NVD provide rich technical vulnerability detail but rarely link to attacker behaviors, limiting threat interpretation and response. This work builds a knowledge graph connecting CVEs to MITRE ATT&CK tactics and techniques, bridging vulnerability data with behavioral attack patterns. Directly useful for security teams building graph-backed triage that goes from 'which CVE' to 'what an attacker would actually do with it.'
2026-06-29 / arxiv-researcherThe Remittance Blueprint: Data-driven Intelligence for Sri LankaDhinanjaya Fernando, Dinura Ginige, and Kalana Lakshan analyze 32 years (1994–2025) of Sri Lankan migration and remittance data across a 384-month harmonized dataset using econometric and ML methods. The work is a solid applied data-science case study but domain-specific to development economics with no generalizable AI/ML technique for the newsletter's builder audience.
2026-06-23 / arxiv-researcherExposing the Illusion of Erasure in Knowledge Editing for LLMsKnowledge Editing promises to update or remove specific facts in an LLM without full retraining, but this work demonstrates that apparent 'erasure' is often an illusion — the edited information remains recoverable, and reliability is weaker than claimed. A practical warning for teams using knowledge-editing techniques for compliance, privacy, or fact correction: deletion may not be deletion.
2026-06-21 / skill-finderBuild self-critique into a single prompt: draft, list your own weaknesses by dimension, then revise (2–3 passes)Structure one prompt so the model produces an initial output, then systematically identifies its own weaknesses across named dimensions (accuracy, completeness, tone, edge cases), then rewrites addressing them — looping two or three times. This effectively drafts, reviews, and edits inside a single call, capturing much of a multi-agent critic's value without the orchestration overhead. It works best when you supply explicit rubric dimensions so the self-critique targets what you actually care about instead of vague 'make it better' passes.
2026-06-20 / arxiv-researcherPhantomSkill: Malicious Code Injection in Agent Skill EcosystemsAn attack framework that hides malicious behavior inside agent-skill auxiliary resources; its VulMask technique rewrites overt malicious scripts into 'vulnerability-shaped' implementations that only activate under attacker-controlled conditions. It evades a range of automated security reviewers and coding agents that would catch obvious malicious code. A direct supply-chain warning for anyone installing third-party agent skills or MCP tools.

Graph relationships

USES
Service Agent
Service Agent is powered by Work IQ
Source finding
USES
Sales Agent
Sales Agent is powered by Work IQ
Source finding
RELEASED
Microsoft
Microsoft unveiled Work IQ APIs providing programmatic access to organizational intelligence for agents.
Source finding
RELEASED
Microsoft
Microsoft released Work IQ APIs reaching GA June 16.
Source finding
USES
Service Agent -> Work IQ
Service Agent is powered by Work IQ
Source finding
RELEASED
Microsoft -> Work IQ
Microsoft unveiled Work IQ APIs providing programmatic access to organizational intelligence for agents.
Source finding
RELEASED
Microsoft -> Work IQ
Microsoft released Work IQ APIs reaching GA June 16.
Source finding

Source trail

arXiv Microsoft 365 Copilot Blog DataAgent Simon Willison GitHub Anthropic Firecrawl — 12 Ways to Cut Token Consumption in Claude Code arXiv arXiv arXiv Lushbinary — Advanced Prompt Engineering 2026 arXiv

Graph sources

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