Methodology

Polylog is an agentic, source-grounded intelligence brief. A pipeline of specialized AI agents reads the day's reporting across global news, markets, crypto, machine intelligence, and geopolitics, then turns it into a structured brief with tracked trends. It is built for intelligence synthesis, not as financial, legal, tax, or investment advice.

How Polylog works

Polylog is a multi-agent system with persistent memory. Each agent has a narrow job, and they hand work down a pipeline that turns raw reporting into a finished edition. The system uses models of different sizes for different jobs: a fast, low-cost model for the high-frequency scanning and tagging, and larger reasoning models for synthesis, verification, editing, and trend curation.

1. Source gathering. Scrapers pull from hundreds of sources across mainstream news, wire services, primary statements, specialist publications, and domain feeds for crypto, machine intelligence, macro, and geopolitics. Every candidate is tagged by region, editorial bias, and language.
2. Synthesis. A writing agent reads the full candidate pool, selects the most important developments, and writes each story by combining two to four sources that cover the same event from different regions and points of view, rather than rewriting any single article. It uses live web search to confirm figures and to reach primary and non-English coverage, and it reports the neutral middle ground, noting where credible sources disagree.
3. Editing. An editor agent sharpens each story for clarity and structure without changing the facts or the sourcing.
4. Verification. An adversarial agent independently re-checks each contested or geopolitical claim, assigns a confidence assessment, and records what each side leaves out and who benefits from a given framing.
5. Region and trend assignment. A fast tagging agent records the region and the specific place each story most concerns. A trend agent then assigns every story to an existing tracked trend or opens a new one, each with a forward-looking thesis.
6. Conviction scoring. A scoring step recomputes every tracked trend's conviction from the day's evidence, so the chart reflects what actually changed today.

Between editions, a separate breaking-news tracker runs on a schedule. A cheap scan watches the major wire services; when it flags a significant shock, an independent verification pass confirms it before a writing agent either adds a new front-page story or rewrites the affected story, headline and all, to reflect the current state.

Sources

Polylog reads established outlets, wire services, primary sources, and specialist coverage for crypto, machine intelligence, macro, and geopolitics. The system does not republish one article. It compares reporting across outlets and synthesizes the common signal, deliberately pairing accounts from different regions and points of view.

Source trails

Every synthesized item credits the sources it drew on, shown as a source count with links you can follow back to the original reporting. A source trail is not a single citation. It is the set of reporting the synthesis weighed. The count matters: a story supported by many credible sources is different from one based on a single report. Fewer sources does not mean a story is wrong, but it is a reason to treat it with more caution.

Confidence labels

Contested or developing claims carry a confidence label from the verification step, a read of how likely the claim is to hold up given source quality, corroboration, independence, and whether credible sources disagree. It is a judgment of the claim, never of any outlet. Every label is derived from a single underlying assessment, so the label and any score you see can never disagree. The labels are:

• Corroborated. Supported by multiple independent, credible sources.
• Plausible. Supported by credible reporting, but still developing or not fully confirmed.
• Developing. Early, changing, or incomplete. The picture is still forming.
• Unverified. Not enough corroboration yet. Treat with caution.

Settled, well-sourced items can carry no label at all. An official announcement, a scheduled rate decision, or a published economic print may not need one. No label does not mean unverified. It means the item was not treated as contested.

Tracked trends

A trend is more than a single story. It is a pattern supported by repeated developments, and Polylog follows it over time. Each tracked trend has memory: the system keeps a log of prior events, supporting and contradicting evidence, and how its conviction has moved. That lets Polylog follow the arc of a story instead of treating every headline as separate.

Conviction scores

Each tracked trend carries a conviction score from 0 to 100. It measures how strongly the current evidence supports the narrative, weighing source quality and corroboration, the number of related developments, consistency across reporting, supporting and contradicting evidence, recurrence over time, and strategic importance. Scores move day over day as evidence confirms, contradicts, or fails to advance a thesis, and that movement is recorded as the trend's change history. Conviction is a measure of narrative momentum and evidence quality. It is not a prediction of a specific event, a price target, or a recommendation.

Niche topics

Not every topic is covered at the same volume. A major macro story can generate dozens of articles in a day, while a technical machine-intelligence, crypto, or policy development may get only a few credible mentions. Polylog adjusts for this. Deep or niche theses are reported less often, so a quiet day is treated as their normal state rather than as weakening, and one substantive development can count for more than raw article volume. A mainstream story is held to the ordinary, coverage-driven standard. When a thesis goes genuinely quiet for long enough, it is retired from the active set and its score fades out rather than freezing in place.

Contradictory reports

When credible sources disagree, Polylog does not pick a winner and hide the conflict. The disagreement is part of the story. It can lower a confidence label, pull a conviction score down as contradicting evidence, and cause a trend to be marked disputed or invalidated. The goal is to track uncertainty honestly, not to hide it.

Agentic synthesis

Polylog's briefings and trend assessments are produced by this agentic system, under editorial oversight of the prompts, sources, and process behind it. The agents work from source material and persistent trend memory. They do not invent sources, and the source trails let you check their work against the originals. We are deliberate about what we do not claim: not every individual sentence has been independently fact-checked by a person. Where you need certainty, follow the source trail and review the original reporting.

What Polylog is for

Polylog is for readers who want to understand important developments without reading hundreds of articles a day. It is built to answer a few questions: what changed, why it matters, whether it is part of a larger trend, whether the evidence is getting stronger or weaker, and what to watch next.

Not financial advice

Polylog is an intelligence and news product. Nothing here is financial, legal, tax, or investment advice, and nothing is a recommendation or solicitation to buy, sell, hold, or short any asset. All analysis is presented as observation and synthesis, not as buy, sell, or hold calls, price targets, or portfolio suggestions. Do your own research and consult a licensed professional before making financial or legal decisions.