Sentient Foundation | Open-Source AGI

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and you shape what it becomes

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import dspy from roma_dspy import Aggregator, Atomizer, Executor, Planner, Verifier, SubTask from roma_dspy.types import TaskType
# Optional tool that the Executor may call def get_weather(city: str) -> str: """Return a canned weather report for the city.""" return f"The weather in {city} is sunny."
# Executor geared toward ReAct with a Fireworks model executor_lm = dspy.LM( "fireworks_ai/accounts/fireworks/models/kimi-k2-instruct-0905", temperature=0.7, cache=True, ) executor = Executor( lm=executor_lm, prediction_strategy="react", tools=[get_weather], context_defaults={"track_usage": True}, )
# Atomizer decides when to branch into planning atomizer = Atomizer( lm=dspy.LM("openrouter/google/gemini-2.5-flash", temperature=0.6, cache=False), prediction_strategy="cot", context_defaults={"track_usage": True}, )
# Planner produces executable subtasks for non-atomic goals planner = Planner( lm=dspy.LM("openrouter/openai/gpt-4o-mini", temperature=0.85, cache=True), prediction_strategy="cot", context_defaults={"track_usage": True}, )
aggregator = Aggregator( lm=dspy.LM("openrouter/openai/gpt-4o-mini", temperature=0.65), prediction_strategy="cot", )
verifier = Verifier( lm=dspy.LM("openrouter/openai/gpt-4o-mini", temperature=0.0), )
def run_pipeline(goal: str) -> str: atomized = atomizer.forward(goal) if atomized.is_atomic or atomized.node_type.is_execute: execution = executor.forward(goal) candidate = execution.output else: plan = planner.forward(goal) results = [] for idx, subtask in enumerate(plan.subtasks, start=1): execution = executor.forward(subtask.goal) results.append( SubTask( goal=subtask.goal, task_type=subtask.task_type, dependencies=subtask.dependencies, ) ) aggregated = aggregator.forward(goal, results) candidate = aggregated.synthesized_result
verdict = verifier.forward(goal, candidate) if verdict.verdict: return candidate return f"Verifier flagged the output: {verdict.feedback or 'no feedback returned'}"
print(run_pipeline("Plan a weekend in Barcelona and include a packing list."))

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Open AGI Summit

A space for builders, founders, and researchers to discuss the future of open-source AI

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Open AGI
Summit

02.19.2026

Bringing together researchers, developers, and communities united by the shared conviction that AGI must remain open and accessible to everyone.

Research releases, announcements, and milestones from Sentient Foundation

See all the articles

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Can we verify where an AI model came from? Introducing Fingerprinting Leaderboard

// 14 October 2026

//14 October 2026

An open benchmark for comparing how reliably model-fingerprinting methods verify provenance, survive attacks and preserve model utility.

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This Week In OS AI Field Notes: 9 October 2026

// 9 October 2026

//9 October 2026

This week’s open-source AI updates: new models, agent tools, policy and security, podcasts, and the latest from Sentient.

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This Week In OS AI Field Notes: 25 September 2026

// 25 September 2026

//25 September 2026

This week’s open-source AI updates: new models, agent tools, policy and security, podcasts, and the latest from Sentient.

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Sentient Foundation Commits $42 Million to Advance Open Source AGI

// Korea

One of the largest commitments dedicated exclusively to open-source AGI, supporting the developers, researchers, and startups building AI in the open.

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We empower the development of open-source artificial intelligence that is aligned with humanity and never controlled by a single entity

A neutral, transparent steward of the open AGI ecosystem, with a mandate spanning research, governance, and global outreach

Where AI learns to feel,
and you shape what it becomes

We are a growing collective of researchers, engineers, thinkers exploring the frontier of artificial intelligence, in the open, for everyone

Contact us to talk about how we can shape the Sentient  Foundation together

Open AGI Summit

Open AGI
Summit

Research releases, announcements, and milestones from Sentient Foundation

Can we verify where an AI model came from? Introducing Fingerprinting Leaderboard

This Week In OS AI Field Notes: 9 October 2026

This Week In OS AI Field Notes: 25 September 2026

Sentient Foundation Commits $42 Million to Advance Open Source AGI

Where AI learns to feel,and you shape what it becomes

We are a growing collective of researchers, engineers, thinkers exploring the frontier of artificial intelligence, in the open, for everyone

Contact us to talk about how we can shape the Sentient Foundation together

Open AGI Summit

Open AGI Summit

Research releases, announcements, and milestones from Sentient Foundation

Can we verify where an AI model came from? Introducing Fingerprinting Leaderboard

This Week In OS AI Field Notes: 9 October 2026

This Week In OS AI Field Notes: 25 September 2026

Sentient Foundation Commits $42 Million to Advance Open Source AGI

Where AI learns to feel,
and you shape what it becomes

Contact us to talk about how we can shape the Sentient  Foundation together

Open AGI
Summit