~/talk

Top game changing technology trends shaping the IT industry

linkedin:vanyaseth1809
slides:none on file

Eight actionable trends focus on turning models into reliable systems: harness engineering++ (prompts, memory, skills, storage, orchestration, tool calls, observe/verify) with LangChain and Vivek Trivedi’s agent= model + harness framing; an OpenAI case where agents run a five‑month, five‑person project without human coding; an experiment that spirals to ~150,000 lines of Rust until code‑quality gates and linters fix it; durability via checkpointing and replay (Temporal, Restate, Golub); toxic‑flow analysis with MCP scan and METRE ATLAS; evals as gates not gauges; sandboxing and explicit ontology/knowledge‑fabric layers.

AI-written summary · about

  1. 0:00Welcome
  2. 1:09Harness++ explained
  3. 13:19Retain principles, relinquish patterns
  4. 21:56Durability in agentic systems
  5. 26:56Model vs platform decision
  6. 32:18Toxic flow analysis
  7. 40:27Evaluations good bad and ugly
  8. 46:07Organizational knowledge fabric
  9. 55:0812-factor agent maturity
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