Hands-on notes on AI agents, LLMs and security.
I build it, run it, and read the logs before I write about it. Tutorials and teardowns on Claude and other models, OAuth and identity, Kubernetes, and the tools in between.
Latest posts
All 74 posts
What Is Salting? Password Salting Explained With Python Code
What is salting? A salt is a unique random value added to each password before hashing. See why plain SHA-256 leaks, then salt by hand and with Argon2id.
- 9 min read
MCP vs API: What Actually Differs, With a Side-by-Side Demo
MCP vs API: an API is a contract for programmers, MCP is a protocol that lets AI apps discover and call tools. Same notes search built both ways, compared.
- 7 min read
kubectl Set Context: Switch Clusters and Namespaces Safely
kubectl set context explained: create or edit a context with kubectl config set-context, switch with use-context, change the namespace, and avoid the wrong cluster.
- 8 min read
Claude Fable 5.2 Effort Levels, Tested: 26 Runs vs Opus 5.5 and Fable 5.1
Anthropic says Fable 5.2 at High matches Opus 5.5 for half the cost; an independent test found it 4.5x pricier. I ran 26 runs on three models at medium, high and xhigh, with costs from transcripts.
- 9 min read
ID Token vs Access Token: What Each One Is For (with a Demo)
ID token vs access token: the ID token tells your app who signed in, the access token tells your API what the caller may do. Real decode and validation runs.
- 9 min read
MCP Authorization: Protect an MCP Server with OAuth 2.1
How MCP authorization works: the 401, protected resource metadata and OAuth 2.1 flow, plus a runnable Python SDK server that rejects requests without a valid token.
- 11 min read
Claude --dangerously-skip-permissions: What It Does and When to Use It
What claude --dangerously-skip-permissions really does, why it refuses to run as root, the six Claude Code permission modes, and safer ways to stop the prompts: allow rules, sandbox, auto mode.
- 27 min read
I Ran DeepSeek's dsh-superagent End to End: A Hands-On Deep Dive
A hands-on test of DeepSeek's dsh-superagent: I installed it on a Mac, had it fix a real GitHub issue end to end, and explain its two-layer authorization gate, Mandates and risks.