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Confidence Calibration: Teaching Tessera When to Hedge

by iqentity | Jun 21, 2024 | Development, Tessera

Tessera must know what she does not know. This week I built the confidence calibration system, and it is one of the most important architectural decisions in the project. The Problem With Confident Systems Most AI systems are uniformly confident. They present every...

The Embedding Strategy: Capturing Meaning Across Domains

by iqentity | Jun 17, 2024 | Development, Tessera

Semantic search is Tessera’s primary retrieval mechanism for conceptual matching, and the embedding strategy required careful thought. Off-the-shelf embeddings are trained on generic text. Tessera’s corpus is anything but generic. The Domain Collision...

Testing Against Real Crises: What Happened When I Used Tessera in Production

by iqentity | Jun 13, 2024 | Development, Tessera

Theory is comfortable. Production is not. I have been running Tessera in parallel with my normal workflow for six weeks, using it during actual client situations and comparing its output to what I would have done without it. The results are encouraging, humbling, and...

The Prompt Architecture: Designing Conversations With Myself

by iqentity | Jun 4, 2024 | Development, Tessera

The prompt engineering for Tessera is unlike any other prompt work I have done. I am not designing prompts for a general-purpose assistant. I am designing prompts for a system that needs to think like me, respond in patterns I find useful, and maintain a level of...

Error Handling in an Agentic System: When the Assistant Gets It Wrong

by iqentity | May 23, 2024 | Development, Tessera

Tessera will get things wrong. Not occasionally. Regularly. The local language model hallucinates. The graph traversal sometimes follows a misleading path. The enrichment pipeline misclassifies decisions. The salience model under-weights artifacts that turn out to be...

Self-Correction as Signal: Teaching Tessera How I Change My Mind

by iqentity | May 19, 2024 | Development, Tessera

Most AI systems are trained on outputs. What was the answer? What was the decision? Tessera is also trained on corrections. Where did I change my mind, and why? Why Corrections Matter More Than Conclusions A system that only learns from final decisions becomes...
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