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AI Development Articles
Page 20 of 34. 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 20 of 34
The newest AI Development guides and analysis
Q3 2026 forecast for MCP adoption: server count, enterprise deployment, integration depth, platform support, and the 10 scenarios shaping the MCP ecosystem.
#mcp-adoption-q3-2026#mcp-forecast+7 more
2026-05-15
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Q3 2026 frontier model release forecast: GPT-6, Opus 5, Gemini 4, Grok 5, DeepSeek V5 — probability-weighted dates and capability scenarios.
#frontier-model-q3-2026#release-forecast+7 more
2026-05-15
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Q3 2026 agentic AI outlook: 12 probability-weighted scenarios across models, infra, agents, governance, adoption — data, signals, watch-list events.
#agentic-ai-q3-2026#quarterly-outlook+7 more
2026-05-15
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Anonymised prompt-library build at a platform engineering team — naming, versioning, eval suite, regression cron, lifecycle discipline, outcomes.
#case-study#prompt-library+7 more
2026-05-13
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Anonymised legal-research RAG deployment — corpus design, citation discipline, faithfulness eval, source-attribution UX, and billable outcomes.
#case-study#rag-deployment+7 more
2026-05-13
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Pipeline-health metrics for agentic workflows — completion rate, stage abandonment, retry depth, cost per success. The 10-KPI panel and targets.
#agentic-workflow#completion-metrics+7 more
2026-05-12
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MTTR / MTTD framework for agentic AI incidents — severity matrix, detection signals, containment runbooks, postmortem cadence. KPI panel inside.
#ai-incident-metrics#mttr+7 more
2026-05-12
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RAG metrics framework — recall, precision, faithfulness, citation accuracy, freshness. The 10-KPI panel and eval suite that production RAG needs.
#rag-metrics#recall-precision+7 more
2026-05-12
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Prompt-library metrics — catalog coverage, eval coverage, regression rate, model-fit divergence. The 10-KPI panel for production prompt ops.
#prompt-library-metrics#catalog-coverage+7 more
2026-05-12
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Agent quality framework — pass rate, revision rate, eval coverage, regression detection. The 10-KPI panel distinguishing quality from velocity.
#agent-quality-metrics#pass-rate+7 more
2026-05-12
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H1 2026 AI incident retrospective — 50+ reported incidents analysed across hallucination, tool misuse, prompt injection, data leakage, and bias.
#ai-incidents-retrospective#h1-2026+7 more
2026-05-11
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H1 2026 open-weight retrospective — DeepSeek V4, Qwen 3, Llama 4 release cadence, benchmark gains vs frontier, adoption patterns, and four trend lines.
#open-weight-retrospective#h1-2026+7 more
2026-05-11
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H1 2026 prompt-engineering retrospective — pattern adoption, eval framework growth, regression detection, model-fit testing, four trends defined.
#prompt-engineering-retrospective#h1-2026+7 more
2026-05-11
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H1 2026 agentic AI retrospective — 100 deployments analysed across patterns, outcomes, failure modes, and the four trend lines defining the half.
#agentic-ai-retrospective#h1-2026+7 more
2026-05-11
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H1 2026 frontier-model retrospective — release cadence, benchmark gains, pricing shifts, context window growth, and four trend lines defining the half.
#frontier-models-retrospective#h1-2026+7 more
2026-05-11
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Hands-on deep dive into LangChain 1.0 — agent protocol, LangGraph runtime, tool integrations, evals, and the migration path from 0.x to 1.0.
#langchain-1#langgraph+7 more
2026-05-10
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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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