SourceMay 29, 20262026-05-294 minVerified
Why MCP Matters for Scientific Knowledge Graph Queries
A look at how mcp-proto-okn connects natural language to scientific knowledge graph queries and reproducible workflows.
Building with AI
Practical workflows, developer tooling, and applied tutorials.
31 articles
What this topic covers
Practical workflows, developer tooling, and applied tutorials.
Hub content is updated incrementally.
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SourceMay 23, 20262026-05-234 minVerified
Structuring Table QA With Navigation And Progressive Inference
A look at structuring table QA with guided cell navigation and staged inference to improve accuracy and verify evidence paths.
SourceApr 3, 20262026-04-035 minVerified
Prompt-Guided Image Compression for VLM Efficiency Gains
How prompt-guided image compression for VLMs shifts focus from human visual quality to preserving clues needed for tasks.
SourceMar 26, 20262026-03-263 minVerified
Rethinking LLM Agents as Adaptive Computation Graphs
View LLM agents as runtime-adaptive computation graphs to optimize accuracy, cost, latency, debugging, and control.
SourceMar 11, 20262026-03-114 minVerified
Executable Skills Library for Self-Improving RL Agents
Defines skills as executable function code and manages them online via create-run-update-on-fail-save-on-success loops.
CommunityMar 10, 20262026-03-104 minVerified
Distinguishing Logprobs From Self-Reported Confidence in Prompts
Explains why token logprobs differ from natural-language confidence, and how to test multi-candidate prompts with seeds and evals.
CommunityMar 10, 20262026-03-104 minVerified
Designing Reproducible Rubrics for LLM Code Integration Evaluations
Move beyond context/output limits: evaluate LLM code integration with task decomposition, tool parity, and reproducible build/test rubrics.
CommunityMar 8, 20262026-03-085 minVerified
Why Custom Instructions Personas Drift Under Hierarchy
Model Spec’s chain of command can override custom instructions, causing persona and reasoning drift. Design priorities, exceptions, and fallbacks to improve reproducibility.
SourceMar 7, 20262026-03-073 minVerified
Evaluating Zero-Shot MLLMs for Reliable Video Anomaly Alerts
Assesses zero-shot MLLMs for video anomaly detection, focusing on false alarms/misses, prompt specificity, 1–3s clips, and PR/F1 evaluation.
SourceMar 7, 20262026-03-074 minVerified
Memory Admission Control for Reliable LLM Agents
A practical look at memory admission control for LLM agents, reducing long-term memory pollution while improving auditability and metrics.
CommunityMar 4, 20262026-03-045 minVerified
Tokenizer Pitfalls That Masquerade As Reasoning Failures
How whitespace, Unicode normalization, and token boundaries can look like reasoning failures, and how to control evaluation setups.
CommunityMar 2, 20262026-03-025 minVerified
Measuring And Controlling Variance In Generative AI Recommendations
Generative AI recommendations can vary by default. Measure variance via reruns, improve reproducibility with seed and system_fingerprint, and add constraints and checklists.
GuideFeb 17, 20262026-02-174 minVerified
Output Validation Gates for Agent Tool Execution Safety
Tool calls become real actions. JSON validity is not enough—use strict schema checks, allowed_tools, refusal detection, and state-aware gates.
CommunityFeb 17, 20262026-02-174 minVerified
Sycophancy Risks: When Conversational AI Over-Agrees With Users
Why conversational AI sycophancy is treated as a quality/alignment risk in official docs and evals, plus practical mitigation prompts.
CommunityFeb 16, 20262026-02-164 minVerified
Designing Boundaries for Relationship Tests in AI Chats
How to handle relationship-test prompts in AI chats: set refusal boundaries with Safe Complete, document branching rules, and validate via evaluation.
CommunityFeb 15, 20262026-02-154 minVerified
Choosing AI Coding Tools: Extensions, Permissions, And Operations
AI coding tool choice depends on not only model quality but also tool calling, agents, and permission design shaping security and team velocity.
CommunityFeb 12, 20262026-02-125 minVerified
PersonaPlex Enables Low Latency Consistent Voice Personas
PersonaPlex combines text role prompts and audio voice prompts to keep consistent personas in low-latency, full-duplex speech conversations.
SourceFeb 2, 20262026-02-023 min
My Bot Made the News, But It Can't Run Itself
A field report from running a community bot: what automation can do, and what still requires human operational control.
CommunityFeb 1, 20262026-02-013 minVerified
Empowering Low End Hardware With Liquid AI LFM2 Series
LFM2 series enables high-performance local AI on low-memory devices using hybrid architecture and Model Context Protocol.
CommunityFeb 1, 20262026-02-013 minVerified
How Model Context Protocol Transforms AI Into Actionable Agents
Explore how the Model Context Protocol (MCP) standardizes data integration for AI agents and resolves data silos in business workflows.
CommunityFeb 1, 20262026-02-013 minVerified
Advancement of Open Models and Strategic AI Deployment for Enterprises
Evaluates the performance of open models like Qwen 2.5 and provides strategies for secure enterprise AI deployment.
CommunityJan 31, 20262026-01-315 minVerified
Evolution of AI Coding Agents and Strategic Developer Workflows
Explore strategic workflows using Anthropic's MCP and DeepSeek's CoT to transform AI into proactive coding agents.
CommunityJan 31, 20262026-01-313 minVerified
How Open Source Models Achieve Performance Parity and Cost Efficiency
Explore how open-source models reduce costs by 90% and secure data sovereignty compared to closed APIs.
SourceJan 29, 20262026-01-293 minAionda Team (collective pseudonym) · Edited: AI온다
clawdbot (moltbot) review: why I removed it after a few days
A short hands-on review after using clawdbot (moltbot) in a real dev environment. Why I went back to “native” CLI workflows.