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AI Development Articles
Page 7 of 20. Deep dives into AI-assisted and agentic development. Coding agents, frontier model releases, SDKs, prompting patterns, and the engineering workflows behind building production software with AI.
Page 7 of 20
The newest AI Development guides and analysis
Role-based access control for agentic AI — six design patterns, per-tool scoping, per-tenant isolation, attribute-based extensions. Implementation included.
#agentic-rbac#access-control+7 more
2026-05-09
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Incident response playbook for agentic workflows — detection, containment, eradication, recovery, postmortem. Runbook templates and severity matrix inside.
#incident-response#agentic-workflow+7 more
2026-05-09
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Design defensible audit trails for production agents — what to log, what to redact, retention policy, query patterns, and seven best practices inside.
#agent-audit-trail#audit-logging+7 more
2026-05-09
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A 12-layer defense framework for prompt injection — input sanitization, structured outputs, tool gating, output filtering, eval coverage, replay forensics.
#prompt-injection-defense#twelve-layer-framework+7 more
2026-05-09
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Ship agentic workflow automation in 90 days — workflow inventory, prototype, production deploy, observability, governance. Phased timeline inside.
#agentic-workflow#30-60-90-day-plan+7 more
2026-05-08
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Roll out a team prompt library in 90 days — inventory, versioning, evals, regression detection, governance. Phased timeline with template kit inside.
#prompt-library#30-60-90-day-plan+7 more
2026-05-08
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Ship a production RAG system in 90 days — ingestion, chunking, retrieval, grounding, eval coverage, observability. Phased timeline with template kit inside.
#rag-production#30-60-90-day-plan+7 more
2026-05-08
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Stage 5 of the agentic AI pipeline — prototype brief, eval harness, success criteria, and the templates that get you from vendor to live demo.
#agentic-ai-pipeline#prototype-templates+7 more
2026-05-07
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Eight observability anti-patterns that make agent traces useless — PII in spans, cardinality explosion, trace truncation, missing replay, more.
#agent-observability#anti-patterns+7 more
2026-05-06
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Eight agentic workflow anti-patterns that turn agents into outages — hidden state, race conditions, un-bounded loops, tool over-broad scope.
#agentic-workflow#anti-patterns+7 more
2026-05-06
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Ten prompt engineering anti-patterns that quietly destroy production quality — few-shot pollution, instruction-stacking, format-via-example, more.
#prompt-engineering#anti-patterns+7 more
2026-05-06
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Seven RAG anti-patterns that destroy retrieval quality — chunk-too-big, retrieve-too-few, ignore re-ranking, no provenance, more failure modes.
#rag-anti-patterns#retrieval-failure-modes+7 more
2026-05-06
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Ten agentic AI deployment anti-patterns — over-eager prod cut-over, missing eval gates, tool-call chaos, governance theatre, and seven more.
#agentic-ai-anti-patterns#deployment-failure+7 more
2026-05-06
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Migrate from LangChain to the Vercel AI SDK 6 — function-call mapping, tool registration, streaming adapter shift, cost and quality deltas measured.
#langchain-migration#vercel-ai-sdk+7 more
2026-05-05
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Migrate DeepSeek V3.2 to V4 across open-weight stacks — three reasoning modes, tokenizer change, HCA/CSA attention deltas, KV-cache reduction.
#deepseek-v4#migration-playbook+7 more
2026-05-05
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Migrate from Claude Code SDK to Claude Agent SDK (TS + Python). Package renames, system-prompt default change, settings sources, v0.1.0 breaking changes.
#claude-agent-sdk#claude-code-sdk+7 more
2026-05-05
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Migrate Gemini 3 Pro to 3.1 with Deep Think — availability tier shift, pricing changes, safety-filter deltas, tool-use schema diff, and rollout plan.
#gemini-3-1#gemini-deep-think+7 more
2026-05-05
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Migrate GPT-5.2 to 5.5 — reasoning-effort behavior change, tool-call schema diff, cost-curve impact, structured outputs, and a phased rollout plan.
#gpt-5-5#gpt-5-2+7 more
2026-05-05
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Migrate Claude Opus 4.6 to 4.7 — prompt-cache key changes, tool-use schema deltas, 1M context economics, compaction API surface, and rollout plan.
#claude-opus-4-7#anthropic-migration+7 more
2026-05-05
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Per-trace cost calculator at 1K, 100K, 10M monthly volumes across LangSmith, LangFuse, Helicone, and Phoenix — feature deltas and break-even math.
#observability-tco#langsmith+7 more
2026-05-04
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Per-1M-token embedding cost across OpenAI, Cohere, Voyage, Mistral, and Jina — refresh-cycle math, dimensionality tradeoffs, and break-even tables.
#embedding-cost#openai-embeddings+7 more
2026-05-04
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Custom agent vs Zapier and Make.com TCO across 1, 10, 100, 1000 workflow scales — build cost, run cost, change-cost, and break-even thresholds.
#agent-vs-zapier#tco-calculator+7 more
2026-05-04
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Worked decision framework — cost-per-query, cost-per-update, latency, and quality vectors comparing RAG and fine-tuning across four scale tiers.
#rag-vs-fine-tuning#tco-calculator+7 more
2026-05-04
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Audit your agent workflows for failure recovery, timeouts, retries, rollback, and human-in-the-loop coverage with a 70-point severity-ranked scorecard.
#agentic-workflow#resilience-audit+7 more
2026-05-03
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