AI Consulting.
Practical field notes.
Practical AI consulting articles about custom AI products, agent workflows, integrations, evaluation, safety, and production deployment.
Mistral Voxtral 3: Voice Agents, API Pricing and Migration Checks
Mistral Voxtral 3 adds speech models and a voice-agent SDK. Compare launch pricing, browser and phone access, and migration limits before building.
Vercel MCP Events: Build Event-Driven Agents Without Losing Work
Vercel Connect adds MCP Events in public beta. Learn subscription setup, webhook verification, delivery limits and safe recovery for event-driven agents.
Vercel Token Pass: The $30 AI Add-On and Its Production Limits
Vercel Token Pass offers shared AI credit for Pro teams. Understand the $30 add-on, supported models, credit expiry, privacy and the lack of paid fallback.
TypeSafe Jev 1.14: Experimental Images, Box and Longer Context
TypeSafe Jev 1.14 adds experimental image questions, bounding boxes and longer context. Learn the opt-in headers, model aliases and prototype safety checks.
Mistral Timestral: Local Forecasting Models, Access and Licence Limits
Mistral Timestral brings downloadable time-series forecasting models from 5M to 209M parameters. Review CPU inference, uncertainty outputs and licence limits.
Hermes Agent v0.22.0: Local Models, Connectors and Upgrade Changes
Hermes Agent v0.22.0 brings managed local models, hosted connectors and stable releases. Review privacy boundaries, session retention and upgrade checks.
Gemini 4 Argon: 10 Demos and Practical Lessons for Developers
Explore 10 Gemini 4 Argon demos, from coding to interactive 3D. Get practical evaluation steps, an original testing prompt and clear limits for real projects.
Meta Muse Wonder: New Agent Models, API Access and Rollout
Meta launches Muse Wonder and Wonder Full for agent work. See API and Muse Code access, the planned Muse rollout, practical cautions and referral code R7ELMG.
REA: Reverse Engineering With AI Coding Agents
Learn how REA connects coding agents to application and binary analysis, what the viral demo shows, and how to evaluate it on software you can inspect.
TypeSafe AI’s $870M Series A: What the Raise Means for Jev
TypeSafe AI says it raised $870 million at a $7.5 billion valuation. Here is what the Series A could mean for Jev—and what the announcement does not prove.
Meta Muse for Small Business in Canada: Tools, Privacy, and a Referral Code
Meta’s Muse for Small Business adds connectors for tools such as Shopify, QuickBooks, Canva, and Instagram. See what changed, what to check in Canada, and Milan’s disclosed referral offer.
Anthropic’s Cyber Mission: What OSS Scanner Means for Defenders
Anthropic’s Cyber Mission pairs critical-infrastructure support with free, opt-in open-source vulnerability scans. Learn what OSS Scanner returns, its review limits, and who it is for.
Claude Dashboards and Motion: What the New Artifacts Do
Claude Dashboards turns connected business data into refreshable dashboards, while Claude Motion creates editable animated explainers. Here are the beta plans, controls, and migration dates.
Anthropic’s 2026 Usage Policy: What AI Teams Should Review
Anthropic’s Usage Policy takes effect November 12, 2026. Review its clarified rules for deceptive campaigns, elections, weapons, surveillance, high-risk decisions, and physical agents.
Google’s Gemini Agent: What the Universal Work Agent Can Do
Google introduced Gemini as a universal work agent that can use business context, skills, tools, and multiple models. Here is what the announcement says—and what teams should verify before delegating work.
Claude Haiku 5.5: Pricing, Migration, and Computer Use
Anthropic launched Claude Haiku 5.5 for fast, high-volume AI work, with lower token rates, adjustable effort, and beta computer and browser use.
EmbeddingGemma 2: One Open Model for Multimodal Search
Google’s EmbeddingGemma 2 maps text, code, images, audio, and video into one embedding space. See how its modular sizes, local deployment, and vector trade-offs fit real search systems.
Mistral Large 4: What the Open-Weight Model Preview Means
Mistral Large 4 is a 1.05T-parameter multimodal model now in API preview. See its capabilities, access, benchmark caveats, and when its weights are expected.
Muse from Meta: What Its Personal AI Agent Does and How to Redeem a Referral Code
A practical first look at Muse from Meta, its connected-app and approval features, and how to try the advertised mutual referral offer with code R7ELMG.
Gemini 4 Argon: API Access, Pricing and Availability
Google has opened Gemini 4 Argon access. Compare the announced API pricing, supported access routes and practical checks before choosing a plan or integration.
Claude Sonnet 5.5: Faster Coding, API Pricing, and Migration Notes
Anthropic launched Claude Sonnet 5.5 with faster output, improved coding, and the same token rates as Sonnet 5. See access, safeguards, and API migration notes.
Gemini 3.8 Flash TTS and Flash-Lite: A Practical API Guide
Google's Gemini 3.8 Flash TTS models are generally available. Compare Flash and Flash-Lite, voice design, language coverage, pricing, and API limitations.
Gemini 3.8 Live with Live Avatar: Google's Enterprise Voice-and-Video Update
Google added synchronized Live Avatars to Gemini 3.8 Live for Gemini Enterprise. See how real-time voice, video, tools, custom-avatar access, and language support fit together.
Google's Private AI Compute Plan for Secure, Persistent AI Memory
Google outlined a planned Private AI Compute memory layer using secure enclaves, encrypted storage, and device-held keys. Here is the design, its status, and what to verify.
Claude Identifies a New CRISPR-Like Enzyme System
Anthropic reports Claude agents identified an uncharacterized reverse-transcriptase system with CRISPR-like repeats. Its function remains unknown as research continues.
Claude Opus 5.5: New Coding Model, Pricing, Access, and Safety
Anthropic launched Claude Opus 5.5 with stronger coding, computer use, and knowledge work at a lower cost than Opus 5. See access, pricing, and safeguards.
Hermes Agent v0.21.4: Gateway, Skills, MCP, and CLI Updates
Hermes Agent v0.21.4 adds a host-wide gateway lock, stream-json CLI output, auto-loaded skills, MCP discovery controls, connector changes, and reliability fixes.
AI Video Production with GPT-6 Astra, Higgsfield MCP, and Blender
Learn how GPT-6 Astra, Higgsfield MCP, Blender blocking, references, and human review can form a controlled AI video-production workflow.
7 AI Agent Tools That Make Agents More Useful
Compare GitHub MCP, Browser Use, Composio, Context7, Exa, Firecrawl, and Mem0—and learn how to build a practical, secure AI agent stack.
TypeSafe AI Jev Review: Typed Decisions for Software Automation
A practical TypeSafe AI Jev review covering Choice, Score, Noul, pricing, the developer console, security, use cases, and important limitations.
Claude Life Sciences Verification Program: Access, Safeguards, and Limits
Anthropic's Life Sciences Verification Program gives verified teams more permissive Claude access for biology work. Compare access, safeguards, and limits.
ChatGPT Work Analytics: Measure AI Adoption and Business Value
Learn how ChatGPT Work analytics connects AI usage, spend, use cases, and Codex contributions to measurable business outcomes—and how to run a responsible rollout review.
Gemini 3.8 Live on Vercel AI Gateway: A Developer Guide
Gemini 3.8 Live brings realtime voice, vision, background tool calls, and extended thinking to Vercel AI Gateway. Learn what changed and how to evaluate it.
How ChatGPT Can Turn Wildfire Sensor Data Into Clear Alerts
See how a wildfire sensor network can use ChatGPT to explain complex readings, answer location questions, and support faster, human-reviewed alerts.
How Fyxer Built an AI Executive Assistant That Learns Your Voice
Fyxer's AI executive assistant shows how specialized models, workflow data, memory, feedback loops, and evaluation can build AI products people trust.
Gemini 3.8 Flash and Flash Cyber: Pricing, Access, and Risks
Google's Gemini 3.8 Flash targets coding, agents, and reasoning, while Flash Cyber focuses on defensive security. Review pricing, access, benchmarks, and risks.
ChatGPT Work Data Agent: Connections, Dashboards, and Risks
ChatGPT Work's Data agent connects governed company data, investigates questions, and builds dashboards. Learn supported sources, setup, controls, and risks.
AI Consulting and Custom AI Development Services for Growing Businesses
How Milan helps companies plan, validate, and ship custom AI products, automation systems, and production-ready workflows.
AI Personal Assistant Development and OpenClaw Setup
Where AI assistants create real business value, how custom assistant systems are built, and when OpenClaw setup makes sense.