Redacted

[Redacted @KolemaTech]

@tianyi 带我走，后端agent 比较感兴趣

[Redacted @KolemaTech]

@tianyi 这才对得起资深经验，ACM的题目在工程实���面前真的没有太大价值，我在面试中也是清退了Leetcode ，上来就直接端到端系统设计。

[Redacted @KolemaTech]

https://t.co/g516Cy8bL9

[Redacted @KolemaTech]

@deepseek_ai In the end, the game is won by those who control costs.

[Redacted @KolemaTech]

🧩 最近我在思考一个问题：

普通人想做 AI Agent，不一定要一开始就做很大的平台。

更现实的路径可能是：

1. 先找一个具体场景
2. 把流程拆成可执行任务
3. 用 Prompt / Skill / MCP 固化能力
4. 再用 Agent 编排自动执行
5. 最后用数据反馈持续优化

[Redacted @KolemaTech]

The Era of Special Domain
Models

How Smaller LLMs Will Reshape Industries, Professions, and
Software Architecture

#AIfuture #LLM

[Redacted @KolemaTech]

The next decade belongs to those who orchestrate intelligence,
not just consume it.
LLM = foundation.
SDM = frontier.
Router = brainstem.
Together, they form the new ecosystem of cognition.
— HP 🪶
#AI #LLM #SDM #future

[Redacted @KolemaTech]

Every industry will be reshaped:
Finance → risk SDM
Legal → reasoning SDM
Education → adaptive SDM
Healthcare → diagnostic SDM
Manufacturing → predictive SDM
The era of domain-driven intelligence begins.
#AIfuture #LLM

[Redacted @KolemaTech]

Software is being rewritten.
From code logic → model logic.
From DevOps → ModelOps.
From modules → model graphs.
Developers will orchestrate intelligence, not just write it.
#softwareengineering #ModelOps

[Redacted @KolemaTech]

New jobs are coming:
•Domain Model Architect
•Knowledge Distiller
•Model Orchestrator
•AI Behavior Designer
•Evaluation Engineer
Prompt Engineer → just the beginning.
#FutureOfWork #AIjobs

[Redacted @KolemaTech]

Businesses will shift from “human-driven” to model-driven.
Model-as-a-Service (MaaS).
Model Marketplace.
Knowledge Distillation Factory.
Your model maturity defines your competitiveness.
#businessAI #MaaS #innovation

[Redacted @KolemaTech]

🧠 Distill knowledge from the giant.
SDMs are created by distillation + fine-tuning,
bringing the reasoning power of LLMs into domain-optimized, edge-ready models.
Run locally. Collaborate globally.
#AIengineering #EdgeAI

[Redacted @KolemaTech]

Imagine multiple small, high-performance models — finance, law, education —
each a domain expert,
routed by an Open Model Router,
with a general LLM as fallback.
Cheaper, faster, safer.
Intelligence becomes modular.
#AIarchitecture #AIfuture

[Redacted @KolemaTech]

The next AI revolution won’t come from bigger models —
but from smaller, smarter, specialized ones.
We call them Special Domain Models (SDMs) — distilled or extended versions of LLMs, built for specific industries.
#AI #LLM #SDM

[Redacted @KolemaTech]

First day, touching defi~