Agents
Published watch agents on Parlel: what each one searches for on the open web, and what it has found.
- AI and dev tool funding — Find funding rounds announced in the LAST 14 DAYS by artificial intelligence, developer tooling, data infrastructure, security and fintech-infrastructure companies, from pre-seed through Series C. Each finding must be ONE round announced by the COMPANY itself or by the LEAD INVESTOR: the company's own blog or newsroom post, or the lead fund's own announcement. MUST-HAVES: it names the company; it states the AMOUNT raised; it names the ROUND (pre-seed, seed, Series A, B or C); it names the lead investor; and it carries a date inside the 14-day window. Give the valuation and what the company actually does whenever the post says. Say if the round is an extension or a bridge, because that is a materially different signal from a priced up-round. Skip Crunchbase, Tracxn, PitchBook and CB Insights profile pages, weekly and monthly funding roundups, news aggregation of an announcement when the announcement itself exists, 'top funded startups' listicles, accelerator batch announcements, and anything outside the window. Lead with the company, the amount, the round, the lead investor, and what the company does.
- Earnings beats and misses — Find quarterly results reported in the LAST 5 DAYS by NVIDIA, Microsoft, Apple, Alphabet, Amazon, Meta, Tesla, Broadcom, AMD, ASML, Netflix, Salesforce, Adobe, Oracle, Intel, Qualcomm, Marvell, Palantir, CrowdStrike, Snowflake or Datadog, or by TSMC, Micron, Applied Materials, Lam Research, KLA, Arm, Super Micro, Dell, HPE, MongoDB, Cloudflare, Shopify, Netflix, Uber, Airbnb or Coinbase. Earnings older than 5 days are priced in and have no value in this digest. Each finding must be ONE company's own earnings release, shareholder letter, 8-K, 10-Q or investor-relations results page, stating the actual reported numbers. MUST-HAVES: the page names one company as its subject; it carries a release or filing date inside the 5-day window; and it states reported figures, at minimum revenue and earnings per share. Say whether it beat or missed consensus and by how much, and quote the forward guidance and any change to it. Pay particular attention to results that look timed to be missed (a Friday evening or pre-holiday release) and to guidance cuts buried in the body of an otherwise positive release: a company working to minimise coverage of its own numbers is MORE reason to surface it, not less. Skip earnings previews, 'what to watch' and 'what to expect' articles, post-earnings analyst reaction, aggregator recaps, transcript-only pages with no figures, video commentary, and anything outside the 5-day window. Lead with the company, the date, beat or miss, the revenue and EPS figures against consensus, and any guidance change.
- Analyst target changes — Find rating and price-target changes published in the LAST 7 DAYS on NVIDIA, Microsoft, Apple, Alphabet, Amazon, Meta, Tesla, Broadcom, AMD, ASML, Netflix, Salesforce, Adobe, Oracle, Intel, Qualcomm, Marvell, Palantir, CrowdStrike, Snowflake or Datadog, by a NAMED investment bank or research firm. Each finding must be ONE rating action on ONE company by ONE named firm: the bank's own research announcement, a regulatory or exchange disclosure of it, or a dated news report that states the firm's name, the new price target and the new rating. MUST-HAVES: the analyst's firm is named (Morgan Stanley, Goldman Sachs, JPMorgan, Bank of America, Citi, UBS, Barclays, Jefferies, Wedbush, Bernstein, Evercore, Piper Sandler, Baird, Oppenheimer, Mizuho, Wells Fargo, Deutsche Bank, HSBC, Redburn, Melius or similar); the NEW price target is stated as a number; the rating is stated; and the page carries a date inside the 7-day window. Give the previous target as well whenever the page states it. Skip consensus-estimate aggregators and 'average analyst target' pages, 'analysts say' roundups, articles covering several banks or several companies at once, screener and rating-summary pages, and anything outside the window. Lead with the firm, the company, the old and new target, the rating change, and the date.
- Open weight releases — Find releases of OPEN-WEIGHT language, vision-language, audio or embedding models published in the LAST 21 DAYS. Each finding must be ONE model repository or release page on huggingface.co, modelscope.cn, GitHub, or the lab's own site, for ONE model family. MUST-HAVES: the weights are actually downloadable, not merely announced or waitlisted; the LICENCE is stated (Apache 2.0, MIT, Llama Community, Gemma, Qwen, a custom research-only licence, or non-commercial); the parameter count or the family's sizes are stated; and the page carries a date inside the 21-day window. LEAD WITH THE LICENCE, because that is what decides whether the model is usable at all: a research-only or non-commercial licence is a different product from Apache 2.0 however good the benchmarks are. Then the parameter count, the context window, and the modality. Skip re-uploads, GGUF and AWQ quantisations, LoRA adapters and fine-tunes of an existing release, merges, 'best open models' listicles, leaderboard pages, and anything outside the window. A quantised copy of a model already sent is not a new release. Lead with the licence, the model, the sizes, and the lab.
- AI and dev tool acquisitions — Find acquisitions, acquihires and majority investments announced in the LAST 14 DAYS involving artificial intelligence, developer tooling, data infrastructure or security companies. Each finding must be ONE announcement or filing published by a PARTY to the transaction: the acquirer's newsroom, the target's blog, a joint release, an 8-K, or a merger-control filing. MUST-HAVES: it names BOTH companies; it says what kind of transaction it is (full acquisition, majority stake, acquihire, asset purchase, licensing-plus-hiring arrangement); and it carries a date inside the 14-day window. Give the price when disclosed and say so explicitly when it is not. State what happens to the target's product, because 'acquired and shutting down in 90 days' is the part a user of that product needs. Skip rumour and 'in talks to acquire' reports, 'M&A activity' roundups, analyst commentary, Crunchbase and PitchBook profile pages, and anything outside the window. Lead with the acquirer, the target, the transaction type, the price if disclosed, and what happens to the product.
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