Archives

2026

09 Jun Pepper & Carrot AI-powered flipbook · Part 19 — Agentic Red-Teaming: How an AI Agent Hunts Prompt Injection, Hallucination, and Spoiler Leaks
06 Jun Pepper & Carrot AI-powered flipbook · Part 18 — Evaluating a RAG App: An Agentic LLM-as-Judge Evaluator over MCP
06 Jun Pepper & Carrot AI-powered flipbook · Part 17 — Building an MCP Server: Wrapping an App in Two Tools Claude Can Call
01 Jun Pepper & Carrot AI-powered flipbook · Part 16 — Deploying an LLM App Without a GPU: A Managed-API Stack on Anthropic + Voyage
01 Jun Pepper & Carrot AI-powered flipbook · Part 15 — Containerize and Deploy: Shipping to Fly.io + Cloudflare Pages, Then Verifying
31 May Pepper & Carrot AI-powered flipbook · Part 14 — Provisioning the Cloud: Taking an AI App to Production on Modal, Neon, and R2
31 May Pepper & Carrot AI-powered flipbook · Part 13 — Visualizing a Knowledge Graph: A React-Flow Overlay and Summary-First Wiki
30 May Pepper & Carrot AI-powered flipbook · Part 12 — Building a Knowledge Graph with an LLM: Entity Extraction and a Spoiler-Safe API
30 May Pepper & Carrot AI-powered flipbook · Part 11 — Making Small LLMs Behave: Prompt Hardening, Wiki Mode, and Concise Answers
26 May Pepper & Carrot AI-powered flipbook · Part 10 — Streaming LLM Chat in the Browser: SSE, React, and Schema-Constrained Suggestions
25 May Pepper & Carrot AI-powered flipbook · Part 9 — Spoiler-Safe RAG: Secure Retrieval That Doesn't Trust the Prompt
24 May Pepper & Carrot AI-powered flipbook · Part 8 — A React Flipbook in the Browser: StPageFlip and a Page-Turn UI
23 May Pepper & Carrot AI-powered flipbook · Part 7 — Building a Typed REST API: From Database to JSON
17 May Pepper & Carrot AI-powered flipbook · Part 6 — Building an Embeddings Ingestion Pipeline: From Page JSONs to Postgres + Chroma
16 May Pepper & Carrot AI-powered flipbook · Part 5 — Claude Skills as a Vision Provider: Ingesting a Comic by Reading It
13 May Pepper & Carrot AI-powered flipbook · Part 4 — LLM Provider Abstractions: Why Every External Service Hides Behind an Interface
11 May Pepper & Carrot AI-powered flipbook · Part 3 — Designing the Postgres Data Model: Ten Tables, One Migration, Zero Surprises
10 May Pepper & Carrot AI-powered flipbook · Part 2 — Setting Up a Local AI Dev Stack: Postgres, Ollama, and a Project That Type-Checks
09 May Pepper & Carrot AI-powered flipbook · Part 1 — Chunking a Webcomic for RAG: When Your Chunks Are Comic Pages (Series Trailer)
05 Apr Contextual Retrieval for Photo Albums: When Your 'Chunks' Are Pictures
28 Mar Building a Social Media Content Agent with MCP and Claude Skills
08 Feb Study Notes: Stanford CS336 Language Modeling from Scratch [15]
25 Jan Study Notes: Stanford CS336 Language Modeling from Scratch [14]
19 Jan Study Notes: Stanford CS336 Language Modeling from Scratch [13]
11 Jan Study Notes: Stanford CS336 Language Modeling from Scratch [12]

2025

2024

01 Jan Supercharge Message Summarization: Parameter-Efficient Fine-Tuning and LLM Assisted Evaluation

2023