Slides: Deterministic Infra for Non-Deterministic AI Agents - Nishant Gupta, Meta Superintelligence Labs
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Deterministic Infra for Non-Deterministic AI Agents - Nishant Gupta, Meta Superintelligence Labs
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Extracted Slides
OCR text:
BUILDING DETERMINISTIC |
INFRASTRUCTURE FOR . setmennne ennoase oso
NON-DETERMINISTIC — .. eaent
Al AGENTS Seen
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OCR text:
Infrastructure was built for 2
predictable microservices.
THE GREAT MISMATCH
Traditional sexcrin ous x Autonomous
Microservices MASSES APE ene Al Agents
Stateless | —| —_, Stateful
_ (STATE: 0] ome {STATE: PERSIST]
Deterministic | a a a Probabilistic
| [PATH: FIXED] | °° [PATH: DYNAMIC]
- Request-response ———|> Multi-step workflows
[FLOW: SYNC] eh (FLOW: ASYNC]
, (TIME: <1¢0MS) 2 Pee [TIME: >MIN/HR]
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Demos optimize for capability. | ad |
Production demands reliability.
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Real production failures originat
the infrastructure, not the model.
Diagnostic Failure Tree <7 to .
. - reasoning loops deadlocks
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Model Output . ‘ ““! hallucinations ““) storms “*“I explosions
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invalid parameter. .
7 foe * DATA SPIKE EVENT
(CRITICAL FAILURE PATH) [TIMELINE AXIS
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The platform decides.
The model merely proposes.
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(ANALYSIS: STRUCTURAL INTEGRITY) (Fee: O€TERMINISTIC CONTROL
OCR text:
Logs are dead. Autonomous workflows
require multidimensional observability.
Agent Trace Timeline [ Tetemetry Sidebar ]
Cromoatration on ps ig =
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Execution
Memory Access on roe.
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Shared memory coordinates 7
chaotic multi-agent consistency
- Shared Memory Architecture 3 .
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Context drift _/ “ See F sratememory
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Conflicting facts a . * a!
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Human oversight is an escalation path, A: .
not an operational bottleneck.
Workflow Routing Diagram
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| ; Automated Agent Tasks “KG a ‘7 Automated Agent Tasks ; “
a ae i a —
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Human Approval Node ~t
(ANALYSIS: ESCALATION PATHWAYS]
OCR text:
Inference at scale fundamentally a.
becomes a cluster scheduling problem.
Elastic Scaling Graph
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The Reliability Rosetta Stone. mdi
. Distributed Systems Pattern Agent Equivalent
Circuit Breakers Tool Isolation .
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Rate Limiting Agent Limits
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Retries : Controlled Recovery
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Observability Agent Tracing 5
va (IMACEAMILATY system) | + . Cimacea@icity system) « #
[ ANALYSIS: RELIABILITY MAPPING ]
OCR text:
Competitive advantage has shifted fron a |
prompt engineering to systems engineering.
THE PARADIGM SHIFT
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Al agents are distributed systems. meee
Treat them accordingly. The future
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