Archive

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Function Calling

Listed inFunction CallingAPIs & SDKson

The model returns a request your code chooses to run. Arguments are model-generated, and providers document the model inventing ones nobody supplied.

Intermediate4 min
#api
#security

RAGFlow

Listed inRAGFlowRAGon

Parse the layout before chunking, because a flat extractor turns a pricing table into numbers with no headers and nothing downstream can repair it.

Intermediate5 min
#rag
#ingestion

OpenAI Evals

Listed inLLM EvaluationsEvaluationon

The open-source eval framework and registry — a good template for structuring your own graded test set.

External
GitHub · github.com
#evaluation
#tooling

Multimodal AI

Listed inMultimodal AIMultimodal AIon

Images are billed as input tokens and share the context budget. Plus the provider’s own list of what vision reads badly.

Beginner4 min
#multimodal

Structured Output

Listed inStructured OutputPrompt Engineeringon

Asking for JSON in the prompt, JSON mode, and schema-constrained output give different guarantees. JSON mode promises syntactically valid JSON and not conformance to your schema, which is the gap most applications trip on.

Intermediate4 min
#prompting
#api

Claude Agent SDK

Listed inClaude Agent SDKAI Agentson

Writing the agent loop is straightforward; the harness supplies what surrounds it. Context management, sessions, permissions, and the file and shell tools an agent needs are what adopting the SDK gives you.

Intermediate4 min
#agents
#sdk

Text to Speech

Listed inText to SpeechMultimodal AIon

Uncompressed formats start playing sooner, streams fail after playback begins, and disclosing that the voice is synthetic is a policy requirement.

Intermediate4 min
#multimodal
#audio

Codex

Listed inCodexDevelopment Toolson

The name meant a completion model once and a coding agent now. Sandboxing and approvals are the operating decision, not the surface you run it on.

Beginner3 min
#dev-tools
#agents

MCP Server

Listed inMCP ServerModel Context Protocolon

Tools are model-controlled, resources are application-controlled. That column decides which primitive a capability belongs to.

Intermediate4 min
#mcp
#security

LLM Evaluations

Listed inLLM EvaluationsEvaluationon

Stop asserting one output and start measuring across many. Three layers, and the cheap one people skip on the way to a judge model.

Intermediate4 min
#evaluation

Qwen

Listed inQwenModels & Providerson

Apache 2.0, over 100 languages, dense and mixture-of-experts across a wide size range. Why tokenizer coverage shows up in your bill.

Intermediate3 min
#providers
#open-weights

LanceDB

Listed inLanceDBVector Databaseson

An embedded retrieval library rather than a server, with multimodal assets beside the vectors. Plus what the project does not actually claim.

Intermediate4 min
#vector-search