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AI Development Articles
Page 28 of 41. 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 28 of 41
The newest AI Development guides and analysis
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 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 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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Score your RAG pipeline across 80 points — ingestion, chunking, embeddings, retrieval quality, generation grounding, observability — severity-ranked.
#rag-audit#rag-quality+7 more
2026-05-03
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Score your prompt library across 100 points — coverage, versioning, eval suite, regression detection, model-fit testing, governance discipline.
#prompt-library#prompt-evaluation+7 more
2026-05-03
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Build a Claude Skill end-to-end: SKILL.md, scripts, references, allowed-tools, and ship as a project or user slash command. Working example included.
#claude-skill#claude-code+7 more
2026-05-02
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Build a working Claude Code subagent from .claude/agents/ markdown to first invocation. Tool restrictions, system prompt design, orchestration patterns.
#claude-code#subagent+7 more
2026-05-02
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Thirty H2 2026 predictions on agent capabilities, MCP adoption, agency labor shifts, ad-tech disruption, and enterprise deployment. Confidence rating + sources.
#agentic-ai-predictions#h2-2026-forecast+7 more
2026-05-01
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