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Harnessing agentic coding toward autonomous engineering: What we’ve learned so far

A CTO's hard-won perspective on moving AI beyond code generation, building the guardrails, review loops, and text-driven control planes that make autonomous engineering safe, reviewable, and realy.

AI engineering
Apr 1, 2026

All Articles

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Generative AI
Nov 21, 2024
Data design for fine-tuning to improve small language model behaviour
Learn how to improve Small Language Model behavior through data design, using techniques like Prompt Erasure and Partial Answer Masking for better reasoning.
Cobus Greyling
Cobus Greyling
Conversational AI
Nov 21, 2024
Improve conversational UIs using social intelligence
Learn how social intelligence improves conversational UIs by making AI interactions more natural, empathetic, and context-aware.
Cobus Greyling
Cobus Greyling
Generative AI
Nov 18, 2024
Agentic Search-Augmented Factuality Evaluator (SAFE) for LLMs
Agentic Search-Augmented Factuality Evaluator (SAFE) For LLMs This study demonstrates that an LLM agent can outperform crowdsourced human annotators…
Cobus Greyling
Cobus Greyling
Generative AI
Nov 15, 2024
FaaF: Facts as a function for evaluating RAG
There has been instances where another Language Model is used to vet the RAG output, which fails to detect incorrect and incomplete generated data.
Cobus Greyling
Cobus Greyling
Generative AI
Nov 14, 2024
Disambiguation: Dynamic context for effective RAG question suggestions
Learn how dynamic context and disambiguation improve RAG question suggestions, boosting relevance, accuracy, and user experience in AI search.
Cobus Greyling
Cobus Greyling
Generative AI
Nov 11, 2024
FIT-RAG
Learn about the RAG approach how retrieval-augmented generation improves AI accuracy by combining external data with language model responses.
Cobus Greyling
Cobus Greyling

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