
Productized Linkedin Outreach Service
LinkedIn Outreach Service for Cybersecurity companies
What it does
Most B2B LinkedIn outreach is broken: automated tools flag accounts, generic templates get less 1% reply rates, and CISOs delete "Hi {first_name}" on sight. We built a productized service that does it differently. AI researches each prospect (60-80 facts per person recent talks, posts, milestones). Humans write every message. No templates, no spam, no flagged accounts. Result: 12-18% reply rates, 6-12 booked calls per month from a single account with CPL $200-250
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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
- FM
Dev tools · May 2026 · github.com