Building the Foundation of AGI and new AI Architecture.
ABOUT US | VISION
We rethink automation from the ground up
Token-driven agents rely on guesswork. We replace that uncertainty with deterministic action blocks that deliver predictable outcomes every time.
Purpose-built for engineers who expect reliability, observability, and real performance not LLM improvisation.
Determinism
Over Probability
Actions
Not Tokens
Structure
Scale Through Structure
Consistency
By Design
WHY SENERA
Actions. Not Tokens.
We employ task-block based AI built to perform actions with purpose, not just predict words.
Cost reduction
Cost reduction
Through composable, reusable task modules, task-block AI enables faster development and more efficient scaling.
Speed
Speed
Typed schemas, strict preconditions, and validated outputs keep repeated executions predictable.
Accuracy
Accuracy
Structured actions remove ambiguity and remove reasoning drift, ensuring predictable, correct outcomes.
Deterministic Automation at Scale
Experience the future of reliable, predictable automation. Task Blocks deliver consistent results every time, eliminating the uncertainty of token-based systems.
Consistency
Consistency Isn't Optional. It's Engineered.
Task Blocks guarantee stable execution; LLMs can only approximate it.
Deterministic Execution
Task Blocks follow deterministic paths designed for precision and repeatability. The same input always produces the same output.
Verified Preconditions
Every block checks required state before execution, ensuring the environment is ready and validated.
Validated Outputs
Structured actions remove ambiguity and remove reasoning drift, ensuring predictable, correct outcomes.
Zero Hallucination
Executes structured web actions with verified preconditions, validated outputs, and zero hallucination risk.
LLM Limitations
Traditional LLM agents rely on probabilistic reasoning, which leads to inconsistent execution across identical runs.
Token-by-Token Drift
LLM-driven agents generate instructions token by token, leading to drift, retries, and unpredictable outcomes across identical workflows.
Perspective
Task Blocks vs. LLM Agents
Modern LLM agents are powerful but inherently probabilistic. Task Blocks offer deterministic alternatives for businesses where accuracy and reliability matter more than creativity or reasoning flexibility.
TBUTask Blocks
- • Guaranteed deterministic execution
- • Strict precondition validation
- • Fully validated outputs
- • Zero hallucinations
- • True parallelism
- • Enterprise-grade consistency
LLMLLM Agents
- • Probabilistic output
- • No inherent validation
- • Occasional hallucinations
- • Mostly sequential execution
- • Highly variable performance
"Token-based agents are like asking locals for directions at every corner (prone to hallucinations, misunderstandings, varies by who you ask). Task Blocks are like a GPS system: deterministic, turn-by-turn, efficient, and gets you exactly where you need to go every time."
— Senera Core
Key Features
Why Task Block Workflows?
Workflows provide enterprise-grade automation without depending on language-model probability. They're faster, cheaper, and significantly more deterministic ideal for businesses that can't afford inconsistent output.
Determinism Over Probability
We believe automation should be predictable. Every task block executes with verified preconditions and validated outputs, eliminating the uncertainty that plagues token-based systems.
Actions, Not Tokens
Our system is built to perform actions with purpose, not just predict words. Task blocks are engineered for execution, not conversation.
Scale Through Structure
Instead of thousands of micro-pieces, we use large, engineered blocks like LEGO for architecture. Build bigger, faster, and more reliably.
Consistency by Design
Task Blocks guarantee stable execution; LLMs can only approximate it. We engineer consistency into every block, ensuring your workflows run the same way, every time.
70% Cost Reduction
Removes token-based reasoning costs through deterministic execution pathways.
90% Speed Improvement
Can run multiple branches of a workflow in parallel, dramatically reducing total completion time.
Workflow
How Workflows Work
Task Blocks are deterministic, atomic action units that perform structured, validated operations on the web. Each block follows a strict input → action → output cycle with built-in checks to guarantee correctness.
To know more about workflows, go here
Get Started
Unlock Reliable Automation With Determinism at the Core
Building the Foundation of AGI and new AI Architecture. Deterministic action blocks that outperform LLM agents in speed, reliability, and cost.
Unlock Reliable Automation With Determinism at the Core
Your workflows deserve structure,
not probability.
Experience automation that executes the same way, every time.