webweavex 2.0.0

Deterministic universal runtime extraction infrastructure with replay-safe graphs and Kaalka persistence

Deterministic runtime extraction and replay-safe operational cognition infrastructure

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Contents

• What is WebWeaveX?
• What WebWeaveX is NOT
• Why existing systems fail
• Core capabilities
• Authenticated runtime continuation
• Architecture
• Canonical pipeline
• Quick start
• Code examples
• Determinism
• Validation
• Security
• Architecture guarantees
• Contributing

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What is WebWeaveX?

WebWeaveX is deterministic runtime extraction and operational cognition infrastructure. It captures how software actually runs—browser DOM, authenticated sessions, Electron state, native UI, workflows, and connector surfaces—and compiles that into replay-safe runtime graphs with Kaalka-encrypted persistence.

Why it exists

Modern systems are authenticated, stateful, runtime-driven, SPA-based, Electron-based, synchronized, and operationally dynamic. Operators need continuity across runs, not another HTML snapshot.

Traditional extraction fails because it is:

Failure mode	Consequence
HTML-only parsing	Misses hydration, storage, IPC, native UI
Stateless requests	Loses session and workflow continuity
No authenticated persistence	Re-login and drift between runs
No replay contract	Cannot prove equivalence after rebuild
No reconstruction	Cannot rebuild operational topology from IR
Weak SPA/Electron support	Unstable IDs, routes, and storage break diffs

WebWeaveX exists to deliver deterministic runtime extraction and replay-safe operational reconstruction through one canonical pipeline.

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What WebWeaveX is NOT

WebWeaveX is not:

Category	Clarification
Auth bypass tooling	Does not defeat MFA, CAPTCHA, or login controls
Malware or exploit infrastructure	Not designed for unauthorized access
Credential theft tooling	Does not harvest secrets you do not already hold
CAPTCHA bypass software	No circumvention of bot defenses
Browser exploitation tooling	Not a vulnerability framework
AGI or “autonomous hacking”	No probabilistic agent that “figures out” sites
Hacking infrastructure	No unauthorized intrusion features
An LLM wrapper	Core path is deterministic; optional plugins fail safe
A chatbot	Infrastructure library, not conversational AI

WebWeaveX only operates on authorized authenticated runtimes and data you explicitly provide.

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Why existing systems fail

System	Strength	Limitation for operational runtime
BeautifulSoup	Fast static HTML parse	No live session, storage, or runtime graph
Selenium	Browser automation	No unified IR, Kaalka fabric, or replay equivalence layer
Playwright	Reliable browser control	Automation driver—not extraction + memory + reconstruction
Puppeteer	Chromium scripting	Same gap: no federated sync or deterministic checkpoints
Traditional crawlers	Scale on public pages	Stateless; poor on authenticated SPAs
Generic AI agents	Flexible tasks	Probabilistic; weak replay and audit guarantees

Common gaps WebWeaveX addresses:

• Lack of runtime continuity across processes
• Lack of replay and fingerprint equivalence
• Lack of authenticated persistence (encrypted, deterministic)
• Lack of reconstruction from structured IR
• Lack of synchronization between browser, semantic, workflow, and memory layers

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Core capabilities

Capability	Description
Browser runtime extraction	Bounded Playwright capture, network/session envelopes
SPA stabilization	DOM and route stabilization for framework noise
Electron extraction	Routes, IPC, storage metadata, deterministic Electron hash
Native runtime cognition	Desktop, terminal, VM, remote (graceful OS fallbacks)
Terminal runtime	Shell-oriented cognition fixtures
Distributed extraction	Autonomous workers + Kaalka checkpoints
Runtime causality	Event chains and propagation in extraction fabrics
Semantic cognition	Entities, ontology, semantic graphs
Workflow runtime	Plans, objectives, workflow memory
Synchronization runtime	Multi-source runtime alignment
Reconstruction engine	Replay-safe rebuild from IR
Federated memory	Deterministic merge and stable hashes
Execution sandbox	Allowlisted actions only
Runtime replay	validate_replay_equivalence()
Runtime graph	Normalized universal runtime graph
Deterministic fingerprints	Global and pipeline hashes
Authenticated runtime continuation	Encrypted session reload
Kaalka deterministic encryption	Stable ciphertext; cross-language vectors
Connector runtime fabric	Database, API, container, K8s, telemetry (bounded)

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Authenticated runtime continuation

Modern applications authenticate with cookies, localStorage, sessionStorage, tokens, runtime identity, and cross-navigation continuity. Electron adds IndexedDB metadata, IPC, and route state. Multi-tab products add synchronization state across surfaces.

WebWeaveX supports:

• Encrypted authenticated session persistence (save_encrypted_session, session paths on extract_web)
• Runtime continuation across extractions when you supply the same Kaalka key and session file
• Deterministic replay-safe reconstruction of operational graphs from IR

Persistence uses Kaalka deterministic encryption (algorithm: kaalka)—not plaintext JSON checkpoints on disk.

Stored surface	Mechanism
Cookies / headers	Encrypted session store
Browser snapshot	Session + identity engines
Electron storage	Native/Electron cognition (bounded)
Workflow / sync state	Kaalka checkpoint engines

WebWeaveX does not: bypass auth, defeat MFA, bypass security controls, or access systems without authorization.

WebWeaveX only operates on authorized authenticated runtimes explicitly provided by the user.

from webweavex import extract_web

result = extract_web(
    "https://app.example.com/dashboard",
    authenticated=True,
    session_path="./session.kaalka",
    encryption_key="your-kaalka-master-key",
)

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Architecture

                              ┌──────────────────┐
                              │      Input       │
                              │  UniversalInput  │
                              └────────┬─────────┘
                                       │
                                       ▼
                              ┌──────────────────┐
                              │ Canonical Pipeline│
                              │ run_canonical_    │
                              │   pipeline()      │
                              └────────┬─────────┘
                                       │
                                       ▼
                              ┌──────────────────┐
                              │ Runtime Cognition │
                              │ web·native·repo   │
                              └────────┬─────────┘
                                       │
           ┌───────────────────────────┼───────────────────────────┐
           ▼                           ▼                           ▼
    ┌─────────────┐            ┌─────────────┐            ┌─────────────┐
    │  Semantic   │            │  Causality  │            │  Workflow   │
    │   Layer     │            │   Layer     │            │  Runtime    │
    └──────┬──────┘            └──────┬──────┘            └──────┬──────┘
           │                          │                          │
           └──────────────────────────┼──────────────────────────┘
                                      ▼
                             ┌─────────────────┐
                             │ Synchronization │
                             │    Runtime      │
                             └────────┬────────┘
                                      ▼
                             ┌─────────────────┐
                             │ Federated Memory│
                             └────────┬────────┘
                                      ▼
                             ┌─────────────────┐
                             │ Execution Fabric│
                             └────────┬────────┘
                                      ▼
                             ┌─────────────────┐
                             │ Reconstruction  │
                             │    Engine       │
                             └────────┬────────┘
                                      ▼
                             ┌─────────────────┐
                             │ Universal Runtime│
                             │     Graph        │
                             └─────────────────┘

Source: core/kernel/runtime_pipeline.py

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Canonical pipeline

Single production execution path—no shadow orchestrators.

from webweavex import UniversalInput, run_canonical_pipeline

result = run_canonical_pipeline(
    UniversalInput(source="https://example.com", source_type="web"),
)

print(result["pipeline_hash"])
print(len(result["unified_runtime_graph"].get("nodes", [])))

Property	Detail
Single execution path	run_canonical_pipeline() only
Deterministic normalization	RuntimeGraphContract.normalize()
Replay-safe runtime	Fingerprint at pipeline boundary
Canonical IR generation	Per-kind extraction → kernel phases

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Quick start

pip install webweavex
pip install "webweavex[browser]"
pip install "webweavex[full]"

python -c "import webweavex; print(webweavex.__version__)"
# 2.0.0

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Real code examples

Browser, auth, replay, semantic, reconstruction, distributed, native

Browser extraction

from webweavex import extract_web, compute_global_runtime_fingerprint

out = extract_web("https://example.com")
print(out.get("bounded"), compute_global_runtime_fingerprint(out))

Authenticated runtime persistence

from webweavex import save_encrypted_session, extract_web

save_encrypted_session(
    "./session.kaalka",
    {"cookies": [], "headers": {}, "auth_tokens": []},
    "your-kaalka-master-key",
)

out = extract_web(
    "https://app.example.com",
    authenticated=True,
    session_path="./session.kaalka",
    encryption_key="your-kaalka-master-key",
)

Runnable: examples/authenticated_extraction.py

Replay equivalence

from webweavex import validate_replay_equivalence

assert validate_replay_equivalence(original, replayed)["equivalent"]

Semantic runtime

out = extract_web("https://example.com", semantic_runtime=True)

Reconstruction

from webweavex import run_reconstruction_runtime

rebuilt = run_reconstruction_runtime(
    sources={"extraction": prior},
    runtime_type="browser",
)

Distributed extraction

from webweavex import run_autonomous_extraction

out = run_autonomous_extraction(
    tasks=[{"task_id": "t1", "url": "https://example.com", "priority": 0}],
)

Native extraction

from webweavex import extract_native

out = extract_native(runtime="desktop", application="notepad")

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Determinism

Mechanism	Role
compute_global_runtime_fingerprint()	Cross-run runtime digest
validate_replay_equivalence()	Graph + fingerprint + topology checks
compute_stable_dom_hash()	DOM meaning stable under attribute noise
SPA stabilizer	Framework route/state freeze
stable_memory_hash()	Ordered federated memory merge
Kaalka encrypt_value	Identical plaintext + key → identical ciphertext

Python ↔ JS consistency: reference vectors in validation/kaalka_cross_language/ validate hash and encrypt stability across runtimes.

Limitation: two live fetches of a dynamic SPA may differ; identical captured bytes → identical stabilized hashes.

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Reconstruction engine

WebWeaveX reconstructs operational structure from runtime IR:

• Runtime topology and unified graphs
• Workflow and application memory views
• Browser/application state envelopes
• Semantic operational graphs

Property	Meaning
Runtime reconstruction	IR → bounded runtime view
Operational graph rebuilding	Normalized nodes/edges
Replay-safe reconstruction	Tested equivalence paths
Deterministic recreation	Sorted, canonical structures

This is not full machine cloning or sci-fi simulation—it is auditable operational recreation for engineering workflows.

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Real validation

Validation commands and CI gates

Metric	Value
Tests	760+ passing (pytest -q)
Scoped coverage	≥ 90% (production packages in pyproject.toml)
Wheel	webweavex-2.0.0-py3-none-any.whl
Replay	validate_replay_equivalence suite
Determinism	Kaalka cross-language + fingerprint tests
Playwright	Browser extraction paths (optional extra)
Native	Orchestrator + platform fallbacks
Distributed	Autonomous extraction tests

pytest -q
python -m build
python validation/final_production_master.py

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Security model

Control	Implementation
Allowlisted execution	core/execution/ sandbox
No arbitrary eval/exec	Forbidden in production paths
Sandboxed runtime	Bounded simulate/rollback
Deterministic persistence	Kaalka-only checkpoints
Encrypted memory/session	encrypt_value, session wrappers
Replay-safe recovery	Deterministic reload envelopes

See SECURITY.md. Report issues responsibly.

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Architecture guarantees

Guarantee	How
Deterministic outputs	Canonical ordering, stable hashes
Replay-safe persistence	Kaalka + equivalence validation
Bounded execution	Explicit bounded: True contracts
Graceful degradation	Playwright/native/connectors fail soft
Canonical normalization	Graph and DOM contracts
Stable graph generation	build_runtime_graph + normalize
Cross-language consistency	Kaalka reference vectors

Contract document: WEBWEAVEX_v2_ARCHITECTURE_LOCK_REPORT.md

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Repository structure

WebWeaveX/
├── core/           # Runtime infrastructure (kernel, browser, memory, sync, …)
├── webweavex/      # Public Python package
├── tests/          # 760+ tests
├── docs/           # Architecture, API, security, Kaalka, replay, validation
├── examples/       # Runnable scripts
├── validation/     # Production and real-world validators
└── .github/        # CI, templates, code of conduct, funding

Package	Role
core/kernel/	Canonical pipeline, RuntimeKernel
core/browser/	Web extraction, DOM/SPA stabilization
core/crypto/	Kaalka engines
core/memory/	Federated memory fabric
core/synchronization/	Sync runtime
core/reconstruction/	Reconstruction orchestrator
core/replay/	Replay equivalence
webweavex/	Stable public API

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Contributing

See CONTRIBUTING.md and .github/CODE_OF_CONDUCT.md.

Rule	Requirement
Determinism	No random / uuid4 in runtime paths
Replay safety	Preserve graph normalization semantics
Canonical pipeline	No parallel mega-orchestrators
Persistence	Kaalka for new checkpoints
Tests	pytest -q must pass; coverage gate ≥ 90% scoped

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Roadmap

See ROADMAP.md.

v2.1 focus:

• Deeper native bindings (UIA, AX, AT-SPI)
• Distributed runtime infrastructure hardening
• Stronger SPA normalization
• Real connector runtimes (live Postgres, Redis, K8s validation)
• Native OS integrations behind optional extras

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License

Apache 2.0 — see LICENSE.

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Final positioning

WebWeaveX is an attempt to build deterministic runtime cognition infrastructure for the authenticated operational web—where extraction means encrypted continuity, structured graphs, replay equivalence, and reconstruction, not disposable HTML dumps.

If this work helps your team, consider supporting it:

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_{Documentation · docs/ · examples/ · release report}