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Field notes from building AI in production.
Daily case studies, deep-dives, and operator-grade write-ups on AI engineering, DevOps, and the messy reality of shipping software that touches LLMs. Written from the cab, the office, and the trenches — by Jeremy Longshore at Intent Solutions.
Curated long reads
Rent the Agent, Own the Proof
Anthropic's Claude Tag is the best agentic Slack teammate you can rent. The question it doesn't answer: who owns the memory, and who can verify the audit log? What customer-owned, verifiable agent governance looks like in code — CCSC and AGP.
in-progressAgent-Native Mobile Testing
A three-chapter series on plugin authoring, agent reliability on real-device clouds, and AI triage for agent-orchestrated mobile cloud testing — worked through kobiton/automate as the running case study.
Recent posts
The Relevance Score That Broke Our Cite-or-Refuse Gate
A retrieval test asserted every relevance score sits in [0,1] — it failed on a live -1.83 silently corrupting a cite-or-refuse RAG safety gate.
ReadThe Moat Is the Trust Layer: Turning a Local-RAG App into a BYOK Document-Intelligence Platform
Naive local-RAG app became Intent NEXUS: BYOK document-intelligence platform. The moat is enforced trust; adversarial review caught the evals lying.
ReadShipping gpt-5.4 as One Config Line
Deploy gpt-5.4 to production as a one-line config with eval-gated rollout. Key finding: report word-ceilings came from the model, not the prompt.
ReadBacklog Zero: Burning Down the Estate with a Triage Machine
How a wave-based triage machine burned an estate backlog from 973 to 531 open issues using deterministic gates and verified close manifests.
ReadSurviving CoreWeave: the GPU failures that burn your hours
A practitioner field guide to CoreWeave's real GPU failure modes: Xid triage, silent RDMA fallback, MPIJob launch, LOTA storage, and building your own cost view.
ReadRun the Readiness Audit Before You Flip DNS
An adversarial readiness audit found a payment-path bug that would have charged every customer, then returned HTTP 500 — before the irreversible DNS flip.
ReadRent the Agent, Own the Proof
Anthropic's Claude Tag is the best agentic teammate you can rent. The question it doesn't answer: who owns the memory, and who can verify the audit log? Here's what customer-owned, verifiable agent governance looks like in code.
ReadSeries & ecosystems
MCP for Beginners
End-to-end Model Context Protocol curriculum — solutions in Python, TypeScript, Java, Rust, C#, .NET — translated across six languages.
Agentic Design Patterns
Patterns and anti-patterns for production agent systems. Decision frameworks, prompt scaffolds, evaluation harnesses.
Tiny Recursive Models
Building small recursive systems where simple loops compose into emergent behavior. Series in progress.
IRSB Ecosystem
Intent Solutions release tooling — the open-source family of plugins, skills, and packages.
Wild Ecosystem
The shared-GCP, multi-MCP family of standalone integrations powered by a common platform spine.
Research & Curriculum
Long-form research articles, learning paths, and reading lists for the AI builder community.
Retrospectives
June 2026: The First Full Month Under the Repaired Rubric — Tier 1 Went From 5% to 50%, and the Last Mile Got Louder
June 2026 retrospective: the first full month running under May's repaired tier rubric. The distribution corrected from 5% to 50% Tier 1, exactly as predicted — but the structural sweep still flags every disagreement as inflation, and no human has adjudicated one. 27 posts, 1,166 commits.
May 2026May 2026: The Month the Classifier Caught Itself — A Mid-Month Calibration Reckoning, 27 Posts, and 964 Commits
May 2026 retrospective: the tier classifier caught itself inflating. Calibration found the rubric structurally broken mid-month. 27 posts, 964 commits.