Entity trail

Armature

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

Briefing refs

Findings

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Corpus findings

2026-08-04 / hn-researcherAsk HN: Who Is Hiring (August 2026) — Roughly a Third of Postings Are AI/ML, and 'Evals, Orchestration, Agent Reliability' Is Now a Job TitleThe August 2026 thread (194 points, 175 comments) shows AI/ML roles in roughly 30–40% of postings, with the specific asks having moved past proof-of-concept: companies like FurtherAI list 'agent reliability, evals, orchestration' as core needs, and forward-deployed engineer roles for AI systems appear repeatedly. Python, PyTorch, LLMs, RAG and agent frameworks dominate the stack requirements, with heavy demand for GPU-cluster, distributed-training and production-ML deployment skills. Domain-specific hiring in healthcare, insurance and biotech outweighs generic AI roles. A companion 'Who wants to be hired?' thread drew 306 comments, and a new 'Ask HN: Who is quitting?' thread appeared the same week.
2026-08-04 / hn-researcherShow HN: Armature Adds Product Analytics and Evals to Your MCP Server, Free Up to 1,000 SessionsArmature (40 points) captures agent sessions running against your MCP server across Claude, ChatGPT and other clients, surfacing user intent, agent reasoning, every tool call and response, and success scores — then groups sessions by use case ranked by volume and success rate, and clusters failures, loops and dead ends by root cause. The YC-backed free tier covers 1,000 credits monthly (1,000 sessions, 100 eval runs, or a mix), with $50 per additional 1,000 credits and enterprise plans adding SSO, audit logs and custom retention. It targets a real gap: MCP server authors currently ship tools with almost no visibility into how agents actually use them.

Graph relationships

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MCP
Armature adds product analytics and evals to MCP servers
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ChatGPT
Armature captures agent sessions running against MCP servers across ChatGPT
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USES
Claude
Armature captures agent sessions running against MCP servers across Claude
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Armature Hacker News

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