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Migrating a JS codebase to TypeScript strict with Claude
Phase a strict-mode TypeScript migration with Claude proposing types one module at a time.
Context Rot — Why Long Sessions Get Stupid
Long agent sessions degrade in predictable ways. Learn what context rot looks like, why it happens even with million-token windows, and the compaction discipline that keeps quality high.
Expert Systems: AI Goes to Work
In the 1970s and 80s, AI found its first real customers by encoding expert knowledge as if-then rules.
Creative Rights: Artists, Writers, Musicians vs. Generative AI
The creative industries are not against AI. They are against training on their work without consent or compensation. Here is what the fight is actually about.
Kimi K1, K2, and the Long-Context Architecture
Kimi's K-series models trade some peak benchmarks for radically longer attention. Learn what changes architecturally, what the variants are good at, and how to choose between them.
Output Format Engineering: Schemas, Length Control, and Reliability, Part 2
Replace 'please return JSON' instructions with structured-output features so downstream code never has to parse around model whims.
AI for Court Reporters: Realtime Cleanup Without Tampering
How court reporters use AI to polish realtime transcripts while preserving the certified record.
AI for NEPA Practitioners: Cumulative Impact Drafting
How NEPA practitioners use AI to draft cumulative-impact analyses that withstand challenge.
ControlNet, IP-Adapter, LoRA — Fine-Grained Control
Base diffusion models give you creative possibilities. Adapters give you creative PRECISION. Master the three that matter most.
Misinformation at Industrial Scale
Before AI, lies took time to make. Now they take seconds and come in infinite variations. Here is how the information ecosystem is changing.
A Short History: From Expert Systems to Transformers
AI did not start in 2022. It has decades of wrong turns and breakthroughs. Knowing the history helps you spot hype from real progress.
Delivery Routing for Cron and Agent Outputs
Create a delivery router so agent outputs land in the right channel, format, and approval state.
Sharing Chats Vs Sharing GPTs: What Leaks And What Doesn't
A shared chat link and a shared Custom GPT look similar but expose different things. Mixing them up is how creators leak more than they meant to.
AI for Medical Appointment Follow-Up Tracking
AI structures post-appointment follow-up so nothing the doctor said falls through.
Talking to Your Kids About AI: Starting the Conversation at Every Age
AI is already part of your child's world — in games, search, homework helpers, and smart speakers. This lesson gives parents a practical framework for opening honest, age-appropriate conversations about what AI is, what it can do, and what guardrails matter at home.
Transfer Learning
Models trained on one task can often do many others. Understanding why is one of the deepest lessons in modern ML.
AI systematic review PRISMA flow diagram narrative
Use AI to draft the narrative companion to a PRISMA flow diagram showing exclusions at each stage.
Perplexity For Due Diligence On Companies And People
Cited search is built for due-diligence work — but only when paired with primary records. Here is the workflow that actually delivers a defensible memo.
Provenance
Trustable information about where a piece of content came from and how it was made.
Compute governance
Regulating AI by limiting, monitoring, or allocating the hardware needed to train big models.
Source
Where a piece of info comes from — like a website, a book, or a study.
Adapter
A small module you bolt onto a frozen base model to specialize it.