Tinko
338 posts

Tinko
@theonlytinko
Building on-chain Defi primitives | CTO @spreads_fi EX backend lead @pwrlabs
Katılım Şubat 2023
233 Takip Edilen97 Takipçiler

@get_truenorth software unlocked ai
ai unlocked intelligence
intelligence unlocks hardware
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@akshay_pachaar I would add
- GraphRag
- Infrastructure to deploy all of this (Bedrock, nuptune for aws)
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As an AI Engineer. Please learn:
- Harness engineering, not just prompt engineering
- Prompt caching vs. semantic caching tradeoffs
- KV cache management at scale
- Speculative decoding vs quantization
- Structured output failures & fallback chains
- Evals (LLM-as-judge + human evals)
- Cost attribution per feature, not just per model
- Agent guardrails & loop budgets
- LLM observability as a first-class discipline
- Model routing & graceful fallback logic
- Knowing when to fine-tune vs. in-context learning
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I've known @edviiz from blink for a while, confident they will be the standard in every onchain app soon.
Blink@BlinkCashX
Stablecoins Dollars Gold Robux Bitcoin Birkin bags Memecoins Pokemon Cards Whatever you call money, Blink will let you use it. Join the waitlist blink.cash
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How to bulk edit your Hyperliquid alerts (up to 10,000 wallets on Whale plan)
1. Bulk select wallets on the Tracking page
2. Click alert settings
3. Toggle imminent liquidation, TWAPs, order updates, direction filters, action type and more across the whole list in one click.
Worth noting:
The general Min USD setting filters trades by their USD size. The Min Position Size inside the Hyperliquid block filters by position size.
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Our main goal has always been to offer DeFi users the possibility of leveraging opportunities onchain with their holdings, from indexes to preferred stocks.
“xStocks tokenizes another $53M as STRCx, an onchain version tradable on DeFi rails.” — @KappaLab_io 🤝
Kappa Lab@KappaLab_io
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@omarsar0 harnesses are evolving in a very interesting way. However @IneffableLabs is here to build something bigger than that. Check them out
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// Agentic Harness Engineering //
Pay attention to this one, AI devs.
(bookmark it)
Most coding-agent harnesses are still tuned by hand or brittle trial-and-error self-evolution.
This new work introduces Agentic Harness Engineering, a framework that makes harness evolution observable. They do this through three layers: components as revertible files, experience as condensed evidence from millions of trajectory tokens, and decisions as falsifiable predictions checked against task outcomes.
Each edit becomes a contract you can verify or revert.
Results: pass@1 on Terminal-Bench 2 climbs from 69.7% to 77.0% in ten iterations, beating human-designed Codex-CLI (71.9%) and self-evolving baselines like ACE and TF-GRPO.
The evolved harness also transfers across model families with +5.1 to +10.1 point gains, while using 12% fewer tokens than the seed on SWE-bench-verified.
Harness work is the biggest hidden cost in most agent systems. This is the first credible recipe for letting the harness improve itself without drifting into noise.
Paper: arxiv.org/abs/2604.25850
Learn to build effective AI agents in our academy: academy.dair.ai

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tldr:
- The Ontology unifies four primitives: data (nouns), logic (heuristics, ML, optimizers), action (writeback to ERPs and edge systems), and security (role, marking, and purpose policies enforced at runtime).
-Agents get the same tools humans do, governed by the same access controls, with scenarios for safe staging and decision lineage that feeds continuous learning.
-Surgical control lets organizations decide when AI can close the loop autonomously vs. hand off for human review, and dial that latitude up or down as trust evolves.
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Top 4 movers last week: $INTC, $AMD, $MSTR, $GOOGL
Chips, bitcoin proxy, hyperscaler. The AI capex trade is broadening.
Trade them all on @spreads_fi

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The highest RWA yield in DeFi is here
STRC Leverage is now live on Spreads with 20%+ APY
Stretch those yields, @saylor
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