Category
AI Development Articles
Page 21 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 21 of 34
The newest AI Development guides and analysis
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
Read Article
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
Read Article
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
Read Article
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
Read Article
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
Read Article
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
Read Article
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
Read Article
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
Read Article
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
Read Article
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
Read Article
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
Read Article
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
Read Article
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
Read Article
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
Read Article
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
Read Article
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
Read Article
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
Read Article
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
Read Article
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
Read Article
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
Read Article
Where MCP adoption lands by Q3 2026 — server count, enterprise deployment, vendor pivots, standards-war scenarios. Forecast + three confidence bands.
#mcp-adoption#model-context-protocol+7 more
2026-05-01
Read Article
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
Read Article
The Q2 2026 agentic-AI quarterly — model releases, MCP adoption, enterprise deployments, funding, regulatory shifts. 12 charts on where the market moved.
#state-of-agentic-ai#quarterly-report+7 more
2026-05-01
Read Article
200 agentic AI terms — agents, MCP, memory, planning, evaluation, governance. Examples, source links, cross-references. The reference glossary.
#agentic-ai#glossary+8 more
2026-04-30
Read Article
Digital Applied newsletter
Deep dives on AI, marketing and development.
Practical guides and fresh insights by email. No recycled takes.