TPP System
Build Digital Freedom, Master Online Income, Purpose.
What it does
TPPSystem.com was built from a powerful realization: in today’s digital economy, millions of people want financial freedom, online income, and a flexible lifestyle—but most are overwhelmed by scattered information, outdated strategies, and overly complicated systems. The inspiration behind this launch came from solving a major problem in the online business world: people were eager to succeed in digital marketing and affiliate sales,
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Parallel agents, diff reviewer, and multi-model comparisons
Dev tools · May 2026 · kilo.ai
- NW
Hey HN, Henry here from Cactus. We open-sourced Needle, a 26M parameter function-calling (tool use) model. It runs at 6000 tok/s prefill and 1200 tok/s decode on consumer devices. We were always frustrated by the little effort made towards building agentic models that run on budget phones, so we conducted investigations that led to an observation: agentic experiences are built upon tool calling, and massive models are overkill for it. Tool calling is fundamentally retrieval-and-assembly (match query to tool name, extract argument values, emit JSON), not reasoning. Cross-attention…
Life & fun · May 2026 · github.com
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Dev tools · May 2026 · github.com