Tag

Splunk

3 issues found

Sep 30, 2026

Description

Verification First A model-agnostic harness (AgentSmith) retains proof of work; practitioners report agents falsely claiming success — 5–6 voice agents reportedly booked phantom appointments in a month.
Standards Converge Hugging Face shipped Transformers Agents 2.0 and OpenEnv; IBM's consistency analyzer quantified why an agent that aced a task won't repeat it.
Conditional Gains DFlash2 hits 100+ tok/s on consumer GPUs, but benchmarks show wins are conditional — strong on CUDA long-context, flat on some Apple silicon. Much remains self-reported, not audited.

Description

Reliability Moves Outward LangGraph tops framework comparisons for observability and HITL, while tool-calling, tracing and guardrail guidance all place enforcement in the runtime.
Benchmarks Crack A vLLM stress test reportedly drops Llama-3.1-70B tool-selection accuracy from 95% to 20% as catalogs grow; sub-1B routers are the proposed fix.
Quants Hide Damage One user's identical 4-bit AWQ runs on DeepSWE diverged by ~7 points and solved different task sets.

Description

Containment First: Agent-Safe Pipeline and Astrid frame authorization as a signed boundary between intent and downstream actions.
Memory Battleground: A semantic/episodic/procedural split wins out; a "~40% token savings" claim stays uncorroborated.
RL Backbone: OpenEnv gains a named cross-lab governance committee; a July intrusion post-mortem shows tool access's cost.
Legal Cloud: A suit alleges four labs coordinated a Sept. 12 slowdown — contested, but it boosts open-weight fallbacks.