Open Source
DeepSeek, Qwen and GLM: Check license, access and serving needs
DeepSeek-V3's repository code is MIT-licensed; its Base and Chat weights have a separate Model License.
The Groundy archive · Page 25 of 38
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Browse Groundy's complete archive of 896 articles on AI, developer tools and infrastructure. Page 25 of 38.
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577–600 of 896 articles · Newest first
- Models & Research
A Per-Neuron Sequence Model Was Withdrawn From arXiv as Coverage Hailed It
TND proposed per-neuron dynamics as a sequence-modeling primitive, then was withdrawn from arXiv for accuracy errors the day before coverage called it a Transformer.
- Ethics, Policy & Safety
Do Reasoning Tokens Actually Make LLMs Safer? A New Paper Tests It
A June 2026 preprint finds refusal decisions are locked at a model's first token, undercutting the safety case for premium reasoning modes billed per thinking token.
- Developer Tools
Nub Bundles a Bun-Style Toolkit Onto Node Without the Runtime Swap
Nub ships a Bun-style all-in-one Node toolkit while keeping stock V8, trading Bun's native-module breakage for Node's own startup floor in a single Rust binary.
- Open Source
Bot-Account Lookups Miss 97% of AI Coding Agent Commits, 180M-Repo Census Finds
A 180-million-repo census finds bot-account lookups miss 97% of Claude Code commits, a 30x recall gap that makes prior AI-agent adoption estimates a floor.
- Security
How Reliable Are the LLM Judges Scoring Jailbreak Attacks?
Published jailbreak attack-success rates depend on the judges scoring them. A June 2026 audit finds both judge families miscalibrated and manipulable without removing harm.
- Models & Research
PV-TAM Corrects Decoding Drift and Boundary-Marker Bias in VLM Localization Scoring
PV-TAM, proposed in a June 2026 arXiv preprint, corrects two structural biases in VLM localization scoring: decoding drift and modality boundary-marker contamination.
- Agents & Frameworks
Do AGENTS.md Files Actually Help Coding Agents? A New Benchmark Tests It
An ETH Zurich benchmark finds AGENTS.md files don't lift task success rates but add over 20% to inference cost. A second study measures runtime savings, not success rate.
- Agents & Frameworks
Should AI Shopping Agents Pay Micro-Transactions for Verified Product Data?
A402 binds agent micropayments to verified delivery, but its TEE attests execution rather than product truth, leaving marketplaces to decide who refunds a wrong attribute.
- Models & Research
Meituan's General 365 Benchmark: Top Models All Score Under 63%
Meituan's General 365 benchmark caps Gemini 3 Pro at 62.8% and most of 26 models below 60%, exposing how saturated public leaderboards inflate reasoning scores.
- Models & Research
LLM Surrogates in A/B Tests: The 39% Recovery Gap and the Silent Bias Risk
A 2026 preprint proposes LLMs as A/B test proxies for human subjects. Raw outputs captured 39% of the treatment effect, and surrogacy bias does not average out.
- Models & Research
LLM Token Pricing vs Compute Cost: What the Tokenomics Math Shows
Token pricing decouples from GPU cost via cached discounts, reasoning markups, and per-model multipliers. No single per-token rate works as a budget unit for real workloads.
- Models & Research
Do LLM Judges Favor Their Own Output? A Sanity Check on Self-Preference
An LLM judge's self-preference claim holds only if the study fixed generation quality. Without that control, the bias number conflates real preference with a quality gap.
- Agents & Frameworks
Can a Conversational Graph Compile Into a Goal-Oriented Dialogue Runtime?
A June 2026 paper proposes the Goal-Oriented Dialogue Runtime, lifting goals, lifecycle state, and invalidation rules into first-class objects teams can version and diff.
- Security
Auto-Reproducing Text-to-Image Jailbreaks From Papers: The PixJail Pipeline
PixJail converts text-to-image jailbreak papers into runnable pipelines, reproducing eleven methods with 2.1% error, a fidelity figure, not a real bypass rate.
- Agents & Frameworks
Can a Cryptographic Certificate Prove an AI Agent's Output Is Valid?
A certificate can prove an agent output is signed and intact, but not correct. Validity needs a checkable predicate a verifier can re-run, not all tasks have one.
- Infrastructure & Runtime
Vercel on the AWS Marketplace: What the Listing Does to Procurement and Lock-In
Vercel has been on the AWS Marketplace since 2024. The real shift is that an EDP commit can absorb the spend, coupling the frontend host to AWS and deepening the lock-in.
- Ethics, Policy & Safety
Machine-Readable AI Usage Terms: Does ODRL's Permission Model Hold Up?
A June 2026 preprint grounds ODRL's permissions and prohibitions in the UFO-L legal ontology, naming who holds the power to declare a violation in vendor AI usage policies.
- Agents & Frameworks
CrewAI vs AutoGen vs Microsoft Agent Framework: AutoGen's Merger Reframes the 2026 Choice
Microsoft merged AutoGen into Agent Framework, leaving CrewAI versus MAF as the 2026 choice. The orchestration primitive you pick becomes your trace and policy boundary.
- Developer Tools
Vercel Now Deploys Long-Running Node Servers: The Serverless Boundary Shifts
Vercel's 23 June Node server deploy caps a cluster of duration and transport raises that pull realtime workloads back into one Fluid Compute envelope, raising lock-in stakes.
- Ethics, Policy & Safety
Who Audits the Safety Rules an LLM Agent Evolves for Itself?
AutoSpec grows LLM agent safety rules from annotated traces and hits 0.98 F1, but readable rules do not prove the rule set is complete. That is the open governance question.
- Agents & Frameworks
Can You Trust an LLM Judge to Grade an Agentic Data Analysis System?
A cascade grader for agentic data analysis hit 100% precision and 97% recall on 153 tasks, but silently returned no verdict on 64% of runs before a nudge fix.
- Agents & Frameworks
Do LLM Agent Societies Develop Their Own Authority Hierarchies?
A June 2026 preprint shows LLM agent societies spontaneously form authority hierarchies, so the orchestration topology you specify is not the only coordination layer running.
- Infrastructure & Runtime
Serving Cold MoE Models: CrossPool Disaggregates KV Cache and Weights
CrossPool splits MoE FFN weights and KV-cache into separate GPU pools and ships hidden states across the boundary, trading VRAM residency for an interconnect bottleneck.